Projections

WGS 84 need for gee

wgs_proj =  "+proj=longlat +ellps=WGS84 +datum=WGS84 +no_defs "

Equal Area projection for russia need for buffering hotspot data https://gis.stackexchange.com/questions/264093/projection-for-russia-map

+proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +ellps=WGS84 +datum=WGS84 +units=m +no_defs +proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0

ee_russia = "+proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0 "

Field data

field_data = read.csv("../data/field/site_info_2018-2019.csv")
head(field_data)
##   month day year   region site burn_year up_flood transect plot
## 1  june  25 2018 Cherskiy   CN      2001   Upland        1  -50
## 2  june  25 2018 Cherskiy   CN      2001   Upland        1  -25
## 3  june  25 2018 Cherskiy   CN      2001   Upland        1   25
## 4  june  25 2018 Cherskiy   CN      2001   Upland        1   50
## 5  june  25 2018 Cherskiy   CN      2001   Upland        1   75
## 6  june  25 2018 Cherskiy   CN      2001   Upland        1  100
##             book slope aspect char_percent photopoint_files longitude
## 1 Siberia_2018_1     4    160            0                y  161.4741
## 2 Siberia_2018_1     2    190            0                y  161.4744
## 3 Siberia_2018_1     0   flat            0                y  161.4746
## 4 Siberia_2018_1     0   flat            0                y  161.4748
## 5 Siberia_2018_1     0   flat            0                y  161.4750
## 6 Siberia_2018_1    14      0            0                y  161.4752
##   latitude elevation
## 1 68.78183  46.02856
## 2 68.78200  46.98987
## 3 68.78242  47.47046
## 4 68.78263  47.23010
## 5 68.78283  45.30750
## 6 68.78304  44.34631
##                                                     location_notes
## 1 ran transect at 30 degree azimuth from unburned to burned forest
## 2                                                             <NA>
## 3                                                             <NA>
## 4                                                             <NA>
## 5                                                             <NA>
## 6                                                             <NA>
##                                                        site_notes
## 1                                                            <NA>
## 2                                                            <NA>
## 3 25 m plot was transitional not completely in burned or unburned
## 4                           50 m plot had a lot of standing water
## 5                                                            <NA>
## 6                                                            <NA>
##   sampling_notes
## 1           <NA>
## 2           <NA>
## 3           <NA>
## 4           <NA>
## 5           <NA>
## 6           <NA>
field_data
##     month day year   region   site burn_year   up_flood transect plot
## 1    june  25 2018 Cherskiy     CN      2001     Upland        1  -50
## 2    june  25 2018 Cherskiy     CN      2001     Upland        1  -25
## 3    june  25 2018 Cherskiy     CN      2001     Upland        1   25
## 4    june  25 2018 Cherskiy     CN      2001     Upland        1   50
## 5    june  25 2018 Cherskiy     CN      2001     Upland        1   75
## 6    june  25 2018 Cherskiy     CN      2001     Upland        1  100
## 7    june  25 2018 Cherskiy     CN      2001     Upland        1  150
## 8    june  25 2018 Cherskiy     CN      2001     Upland        1  200
## 9    june  29 2018 Cherskiy  Gonzo      2001     Upland        1  -50
## 10   june  29 2018 Cherskiy  Gonzo      2001     Upland        1  -25
## 11   june  29 2018 Cherskiy  Gonzo      2001     Upland        1   25
## 12   june  29 2018 Cherskiy  Gonzo      2001     Upland        1   50
## 13   june  29 2018 Cherskiy  Gonzo      2001     Upland        1   75
## 14   june  29 2018 Cherskiy  Gonzo      2001     Upland        1  100
## 15   june  29 2018 Cherskiy  Gonzo      2001     Upland        1  150
## 16   june  29 2018 Cherskiy  Gonzo      2001     Upland        1  200
## 17   june  29 2018 Cherskiy  Gonzo      2001     Upland        2  -35
## 18   june  29 2018 Cherskiy  Gonzo      2001     Upland        2  -15
## 19   june  29 2018 Cherskiy  Gonzo      2001     Upland        2   25
## 20   june  29 2018 Cherskiy  Gonzo      2001     Upland        2   50
## 21   june  29 2018 Cherskiy  Gonzo      2001     Upland        2   75
## 22   june  29 2018 Cherskiy  Gonzo      2001     Upland        2  100
## 23   june  29 2018 Cherskiy  Gonzo      2001     Upland        2  150
## 24   june  29 2018 Cherskiy  Gonzo      2001     Upland        2  200
## 25   june  30 2018 Cherskiy  Gonzo      2001     Upland        3  -75
## 26   june  30 2018 Cherskiy  Gonzo      2001     Upland        3  -50
## 27   june  30 2018 Cherskiy  Gonzo      2001     Upland        3   25
## 28   june  30 2018 Cherskiy  Gonzo      2001     Upland        3   50
## 29   june  30 2018 Cherskiy  Gonzo      2001     Upland        3   75
## 30   june  30 2018 Cherskiy  Gonzo      2001     Upland        3  100
## 31   june  30 2018 Cherskiy  Gonzo      2001     Upland        3  150
## 32   june  30 2018 Cherskiy  Gonzo      2001     Upland        3  200
## 33   june  30 2018 Cherskiy     FU      2015 Floodplain        1  -35
## 34   june  30 2018 Cherskiy     FU      2015 Floodplain        1  -15
## 35   july   1 2018 Cherskiy     FU      2015 Floodplain        2  -60
## 36   july   1 2018 Cherskiy     FU      2015 Floodplain        2  -35
## 37   july   1 2018 Cherskiy     FU      2015 Floodplain        2   25
## 38   july   1 2018 Cherskiy     FU      2015 Floodplain        2   50
## 39   july   1 2018 Cherskiy     FU      2015 Floodplain        2   75
## 40   july   1 2018 Cherskiy     FU      2015 Floodplain        2  100
## 41   july   1 2018 Cherskiy     FU      2015 Floodplain        2  150
## 42   july   1 2018 Cherskiy     FU      2015 Floodplain        2  200
## 43   july   1 2018 Cherskiy     FU      2015 Floodplain        3  -50
## 44   july   1 2018 Cherskiy     FU      2015 Floodplain        3  -25
## 45   july   1 2018 Cherskiy     FU      2015 Floodplain        3   25
## 46   july   1 2018 Cherskiy     FU      2015 Floodplain        3   50
## 47   july   1 2018 Cherskiy     FU      2015 Floodplain        3   75
## 48   july   1 2018 Cherskiy     FU      2015 Floodplain        3  100
## 49   july   1 2018 Cherskiy     FU      2015 Floodplain        3  150
## 50   july   1 2018 Cherskiy     FU      2015 Floodplain        3  200
## 51   july   2 2018 Cherskiy    FOC      2015 Floodplain        1 -15a
## 52   july   2 2018 Cherskiy    FOC      2015 Floodplain        1 -15b
## 53   july   2 2018 Cherskiy    FOC      2015 Floodplain        1   25
## 54   july   2 2018 Cherskiy    FOC      2015 Floodplain        1   50
## 55   july   2 2018 Cherskiy    FOC      2015 Floodplain        1   75
## 56   july   2 2018 Cherskiy    FOC      2015 Floodplain        1  100
## 57   july   2 2018 Cherskiy    FOC      2015 Floodplain        1  150
## 58   july   2 2018 Cherskiy    FOC      2015 Floodplain        1  200
## 59   july   2 2018 Cherskiy    FOC      2015 Floodplain        2  -50
## 60   july   2 2018 Cherskiy    FOC      2015 Floodplain        2  -25
## 61   july   2 2018 Cherskiy    FOC      2015 Floodplain        2   25
## 62   july   2 2018 Cherskiy    FOC      2015 Floodplain        2   50
## 63   july   2 2018 Cherskiy    FOC      2015 Floodplain        2   75
## 64   july   2 2018 Cherskiy    FOC      2015 Floodplain        2  100
## 65   july   2 2018 Cherskiy    FOC      2015 Floodplain        2  150
## 66   july   2 2018 Cherskiy    FOC      2015 Floodplain        2  200
## 67   july   3 2018 Cherskiy  Shark      2010     Upland        1 -25a
## 68   july   3 2018 Cherskiy  Shark      2010     Upland        1 -25b
## 69   july   3 2018 Cherskiy  Shark      2010     Upland        1   25
## 70   july   3 2018 Cherskiy  Shark      2010     Upland        1   50
## 71   july   3 2018 Cherskiy  Shark      2010     Upland        1   75
## 72   july   3 2018 Cherskiy  Shark      2010     Upland        1  100
## 73   july   3 2018 Cherskiy  Shark      2010     Upland        2  -50
## 74   july   3 2018 Cherskiy  Shark      2010     Upland        2  -25
## 75   july   3 2018 Cherskiy  Shark      2010     Upland        2   25
## 76   july   3 2018 Cherskiy  Shark      2010     Upland        2   50
## 77   july   3 2018 Cherskiy  Shark      2010     Upland        3  -50
## 78   july   3 2018 Cherskiy  Shark      2010     Upland        3  -25
## 79   july   3 2018 Cherskiy  Shark      2010     Upland        3   25
## 80   july   3 2018 Cherskiy  Shark      2010     Upland        3   50
## 81   july   3 2018 Cherskiy  Shark      2010     Upland        3   75
## 82   july   3 2018 Cherskiy  Shark      2010     Upland        3  100
## 83   july   3 2018 Cherskiy  Shark      2010     Upland        3  150
## 84   july   3 2018 Cherskiy  Shark      2010     Upland        3  200
## 85   july   3 2018 Cherskiy  Shark      2010     Upland        3  300
## 86   july   3 2018 Cherskiy  Shark      2010     Upland        3  400
## 87   july   8 2018 Cherskiy     CN      2001     Upland        2  -60
## 88   july   8 2018 Cherskiy     CN      2001     Upland        2  -35
## 89   july   8 2018 Cherskiy     CN      2001     Upland        2   25
## 90   july   8 2018 Cherskiy     CN      2001     Upland        2   50
## 91   july   8 2018 Cherskiy     CN      2001     Upland        2   75
## 92   july   8 2018 Cherskiy     CN      2001     Upland        2  100
## 93   july   8 2018 Cherskiy     CN      2001     Upland        2  150
## 94   july   8 2018 Cherskiy     CN      2001     Upland        2  200
## 95   july   8 2018 Cherskiy     CN      2001     Upland        3  -50
## 96   july   8 2018 Cherskiy     CN      2001     Upland        3  -25
## 97   july   8 2018 Cherskiy     CN      2001     Upland        3   25
## 98   july   8 2018 Cherskiy     CN      2001     Upland        3   50
## 99   july   8 2018 Cherskiy     CN      2001     Upland        3   75
## 100  july   8 2018 Cherskiy     CN      2001     Upland        3  100
## 101  july   8 2018 Cherskiy     CN      2001     Upland        3  150
## 102  july   8 2018 Cherskiy     CN      2001     Upland        3  200
## 103  july  14 2018  Yakutsk   Duck      2002     Upland        1    0
## 104  july  14 2018  Yakutsk   Duck      2002     Upland        1   25
## 105  july  14 2018  Yakutsk   Duck      2002     Upland        1   50
## 106  july  14 2018  Yakutsk   Duck      2002     Upland       NA   p1
## 107  july  14 2018  Yakutsk   Duck      2002     Upland       NA   p2
## 108  july  14 2018  Yakutsk   Duck      2002     Upland       NA   p3
## 109  july  14 2018  Yakutsk   Duck      2002     Upland       NA   p4
## 110  july  15 2018  Yakutsk   Duck      2002     Upland       NA   p5
## 111  july  15 2018  Yakutsk   Duck      2002     Upland       NA   p6
## 112  july  15 2018  Yakutsk   Duck      2002     Upland       NA   p7
## 113  july  15 2018  Yakutsk   Duck      2002     Upland       NA   p8
## 114  july  15 2018  Yakutsk   Duck      2002     Upland       NA   p9
## 115  july  15 2018  Yakutsk   Duck      2002     Upland       NA  p10
## 116  july  15 2018  Yakutsk   Duck      2002     Upland       NA  p11
## 117  july  15 2018  Yakutsk   Duck      2002     Upland       NA  p12
## 118  july  16 2018  Yakutsk   Duck      2002     Upland       NA  p13
## 119  july  16 2018  Yakutsk   Duck      2002     Upland       NA  p14
## 120  july  16 2018  Yakutsk   Duck      2002     Upland       NA  p15
## 121  july  16 2018  Yakutsk   Duck      2002     Upland       NA  p16
## 122  july  16 2018  Yakutsk   Duck      2002     Upland       NA  p17
## 123  july  16 2018  Yakutsk   Duck      2002     Upland       NA  p18
## 124  july  16 2018  Yakutsk   Duck      2002     Upland       NA  p19
## 125  july  16 2018  Yakutsk   Duck      2002     Upland       NA  p20
## 126  july  16 2018  Yakutsk   Duck      2002     Upland       NA  p21
## 127  july  16 2018  Yakutsk   Duck      2002     Upland       NA  p22
## 128  june   9 2019  Yakutsk    FRK      2002     Upland        1  -50
## 129  june   9 2019  Yakutsk    FRK      2002     Upland        1  -25
## 130  june   9 2019  Yakutsk    FRK      2002     Upland        1   25
## 131  june  10 2019  Yakutsk    FRK      2002     Upland        1   50
## 132  june  10 2019  Yakutsk    FRK      2002     Upland        1   75
## 133  june  10 2019  Yakutsk    FRK      2002     Upland        1  100
## 134  june  10 2019  Yakutsk    FRK      2002     Upland        1  150
## 135  june  10 2019  Yakutsk    FRK      2002     Upland        1  200
## 136  june  10 2019  Yakutsk    FRK      2002     Upland        2  -50
## 137  june  11 2019  Yakutsk   Maya      2002     Upland        1  -50
## 138  june  11 2019  Yakutsk    ROB      2002     Upland        1  -25
## 139  june  11 2019  Yakutsk    ROB      2002     Upland        1   25
## 140  june  11 2019  Yakutsk    ROB      2002     Upland        1   75
## 141  june  11 2019  Yakutsk    ROB      2002     Upland        1  150
## 142  june  12 2019  Yakutsk   Maya      2002     Upland        2  -25
## 143  june  12 2019  Yakutsk   Maya      2002     Upland        2   25
## 144  june  12 2019  Yakutsk   Maya      2002     Upland        2   75
## 145  june  12 2019  Yakutsk   Maya      2002     Upland        2  150
## 146  june  12 2019  Yakutsk   Maya      2002     Upland        3  -40
## 147  june  12 2019  Yakutsk   Maya      2002     Upland        3   25
## 148  june  13 2019  Yakutsk Korova      2002     Upland        1  -25
## 149  june  13 2019  Yakutsk Korova      2002     Upland        1   25
## 150  june  13 2019  Yakutsk Korova      2002     Upland        1   75
## 151  june  13 2019  Yakutsk Korova      2002     Upland        1  150
## 152  june  14 2019  Yakutsk    ROB      2002     Upland        2  -25
## 153  june  14 2019  Yakutsk    ROB      2002     Upland        2   25
## 154  june  14 2019  Yakutsk    ROB      2002     Upland        2   75
## 155  june  14 2019  Yakutsk    ROB      2002     Upland        2  150
## 156  june  14 2019  Yakutsk    ROB      2002     Upland        3  -25
## 157  june  14 2019  Yakutsk    ROB      2002     Upland        3   25
## 158  june  14 2019  Yakutsk    ROB      2002     Upland        3   75
## 159  june  14 2019  Yakutsk    ROB      2002     Upland        3  150
## 160  june  15 2019  Yakutsk    FRK      2002     Upland        3  -25
## 161  june  15 2019  Yakutsk    FRK      2002     Upland        3   25
## 162  june  15 2019  Yakutsk    FRK      2002     Upland        3   75
## 163  june  15 2019  Yakutsk    FRK      2002     Upland        3  150
## 164  june  21 2019 Cherskiy   Fish      1983     Upland        1  -50
## 165  june  22 2019 Cherskiy    ANS      2003 Floodplain        1 -25a
## 166  june  22 2019 Cherskiy    ANS      2003 Floodplain        1 -25b
## 167  june  22 2019 Cherskiy    ANS      2003 Floodplain        1   25
## 168  june  22 2019 Cherskiy    ANS      2003 Floodplain        1   50
## 169  june  22 2019 Cherskiy    ANS      2003 Floodplain        1   75
## 170  june  22 2019 Cherskiy    ANS      2003 Floodplain        1  100
## 171  june  22 2019 Cherskiy    ANS      2003 Floodplain        1  150
## 172  june  22 2019 Cherskiy    ANS      2003 Floodplain        1  250
## 173  june  23 2019 Cherskiy    ANS      2003 Floodplain        2  -50
## 174  june  23 2019 Cherskiy    ANS      2003 Floodplain        2  -25
## 175  june  23 2019 Cherskiy    ANS      2003 Floodplain        2   25
## 176  june  23 2019 Cherskiy    ANS      2003 Floodplain        2   50
## 177  june  23 2019 Cherskiy    ANS      2003 Floodplain        2   75
## 178  june  23 2019 Cherskiy    ANS      2003 Floodplain        2  100
## 179  june  23 2019 Cherskiy    ANS      2003 Floodplain        2  150
## 180  june  23 2019 Cherskiy    ANS      2003 Floodplain        2  200
## 181  june  23 2019 Cherskiy    ANS      2003 Floodplain        3 -25b
## 182  june  23 2019 Cherskiy    ANS      2003 Floodplain        3 -25a
## 183  june  23 2019 Cherskiy    ANS      2003 Floodplain        3   25
## 184  june  23 2019 Cherskiy    ANS      2003 Floodplain        3   50
## 185  june  23 2019 Cherskiy    ANS      2003 Floodplain        3   75
## 186  june  23 2019 Cherskiy    ANS      2003 Floodplain        3  100
## 187  june  23 2019 Cherskiy    ANS      2003 Floodplain        3  150
## 188  june  23 2019 Cherskiy    ANS      2003 Floodplain        3  200
## 189  june  24 2019 Cherskiy  Alnus      1984 Floodplain        1  -50
## 190  june  24 2019 Cherskiy  Alnus      1984 Floodplain        1  -25
## 191  june  24 2019 Cherskiy  Alnus      1984 Floodplain        1   25
## 192  june  24 2019 Cherskiy  Alnus      1984 Floodplain        1   50
## 193  june  24 2019 Cherskiy  Alnus      1984 Floodplain        1   75
## 194  june  24 2019 Cherskiy  Alnus      1984 Floodplain        1  100
## 195  june  24 2019 Cherskiy  Alnus      1984 Floodplain        1  150
## 196  june  24 2019 Cherskiy  Alnus      1984 Floodplain        1  200
## 197  june  25 2019 Cherskiy     BP      1983     Upland        1 -25b
## 198  june  25 2019 Cherskiy     BP      1983     Upland        1 -25a
## 199  june  25 2019 Cherskiy     BP      1983     Upland        1   25
## 200  june  25 2019 Cherskiy     BP      1983     Upland        1   50
## 201  june  25 2019 Cherskiy     BP      1983     Upland        1   75
## 202  june  25 2019 Cherskiy     BP      1983     Upland        1  100
## 203  june  25 2019 Cherskiy     BP      1983     Upland        1  150
## 204  june  25 2019 Cherskiy     BP      1983     Upland        1  200
## 205  june  25 2019 Cherskiy     BP      1983     Upland        2 -25b
## 206  june  25 2019 Cherskiy     BP      1983     Upland        2 -25a
## 207  june  25 2019 Cherskiy     BP      1983     Upland        2   25
## 208  june  25 2019 Cherskiy     BP      1983     Upland        2   50
## 209  june  25 2019 Cherskiy     BP      1983     Upland        2   75
## 210  june  25 2019 Cherskiy     BP      1983     Upland        2  100
## 211  june  25 2019 Cherskiy     BP      1983     Upland        2  150
## 212  june  25 2019 Cherskiy     BP      1983     Upland        2  200
## 213  july   2 2019 Cherskiy     HR      1990     Upland        1  -50
## 214  july   2 2019 Cherskiy     HR      1990     Upland        1  -20
## 215  july   2 2019 Cherskiy     HR      1990     Upland        1   25
## 216  july   2 2019 Cherskiy     HR      1990     Upland        1   50
## 217  july   2 2019 Cherskiy     HR      1990     Upland        1   75
## 218  july   2 2019 Cherskiy     HR      1990     Upland        1  100
## 219  july   2 2019 Cherskiy     HR      1990     Upland        1  150
## 220  july   2 2019 Cherskiy     HR      1990     Upland        1  200
## 221  july   2 2019 Cherskiy     HR      1990     Upland        2  -50
## 222  july   2 2019 Cherskiy     HR      1990     Upland        2  -25
## 223  july   2 2019 Cherskiy     HR      1990     Upland        2   25
## 224  july   2 2019 Cherskiy     HR      1990     Upland        2   50
## 225  july   2 2019 Cherskiy     HR      1990     Upland        2   75
## 226  july   2 2019 Cherskiy     HR      1990     Upland        2  100
## 227  july   2 2019 Cherskiy     HR      1990     Upland        2  150
## 228  july   2 2019 Cherskiy     HR      1990     Upland        2  200
##               book slope aspect char_percent photopoint_files longitude
## 1   Siberia_2018_1     4    160            0                y  161.4741
## 2   Siberia_2018_1     2    190            0                y  161.4744
## 3   Siberia_2018_1     0   flat            0                y  161.4746
## 4   Siberia_2018_1     0   flat            0                y  161.4748
## 5   Siberia_2018_1     0   flat            0                y  161.4750
## 6   Siberia_2018_1    14      0            0                y  161.4752
## 7   Siberia_2018_1    11      0            0                y  161.4757
## 8   Siberia_2018_1     0   flat            0                y  161.4761
## 9   Siberia_2018_1     0   flat            0                y  154.9290
## 10  Siberia_2018_1     0   flat            0                y  154.9287
## 11  Siberia_2018_1     0   flat           10                y  154.9281
## 12  Siberia_2018_1     0   flat            5                y  154.9277
## 13  Siberia_2018_1     0   flat            5                y  154.9275
## 14  Siberia_2018_1     0   flat            0                y  154.9272
## 15  Siberia_2018_1     0   flat            0                y  154.9266
## 16  Siberia_2018_1     0   flat            0                y  154.9259
## 17  Siberia_2018_1    18    320            0                y  154.8899
## 18  Siberia_2018_1    18    320            0                y  154.8901
## 19  Siberia_2018_1    18    320            0                y  154.8908
## 20  Siberia_2018_1    19    320           NA                y  154.8913
## 21  Siberia_2018_1    19    320            0                y  154.8918
## 22  Siberia_2018_1    18    320            0                y  154.8922
## 23  Siberia_2018_1    22    320            0                y  154.8931
## 24  Siberia_2018_1    19    320            0                y  154.8941
## 25  Siberia_2018_1     0   flat            0                y  155.1114
## 26  Siberia_2018_1     0   flat            0                y  155.1120
## 27  Siberia_2018_1     0   flat            0                y  155.1137
## 28  Siberia_2018_1     0   flat            0                y  155.1142
## 29  Siberia_2018_1     0   flat            0                y  155.1147
## 30  Siberia_2018_1     0   flat            0                y  155.1153
## 31  Siberia_2018_1     0   flat            0                y  155.1163
## 32  Siberia_2018_1     0   flat            0                y  155.1173
## 33  Siberia_2018_1     0   flat            0                y        NA
## 34  Siberia_2018_1     0   flat            0                y        NA
## 35  Siberia_2018_1     0   flat            0                y  155.4028
## 36  Siberia_2018_1     0   flat            0                y  155.4024
## 37  Siberia_2018_1     0   flat            5                y  155.4015
## 38  Siberia_2018_1    NA   <NA>           20                y  155.4011
## 39  Siberia_2018_1     0   flat            0                y  155.4007
## 40  Siberia_2018_1     0   flat            0                y  155.4004
## 41  Siberia_2018_1     0   flat            0                y  155.3995
## 42  Siberia_2018_1     0   flat            0                y  155.3988
## 43  Siberia_2018_1     0   flat            0                y  155.3614
## 44  Siberia_2018_1     0   flat            0                y  155.3615
## 45  Siberia_2018_1     0   flat            0                y  155.3624
## 46  Siberia_2018_1     0   flat            0                y  155.3627
## 47  Siberia_2018_1     0   flat            0                y  155.3630
## 48  Siberia_2018_1     0   flat            0                y  155.3632
## 49  Siberia_2018_1     0   flat            0                y  155.3637
## 50  Siberia_2018_1     0   flat            0                y  155.3642
## 51  Siberia_2018_1     0   flat            0                y  156.3102
## 52  Siberia_2018_1     0   flat            0                y  156.3098
## 53  Siberia_2018_1     0   flat            5                y  156.3095
## 54  Siberia_2018_1     0   flat            0                y  156.3090
## 55  Siberia_2018_1     0   flat            0                y  156.3085
## 56  Siberia_2018_1     0   flat            3                y  156.3081
## 57  Siberia_2018_1     0   flat            3                y  156.3070
## 58  Siberia_2018_1     0   flat            0                y  156.3062
## 59  Siberia_2018_1     0   flat            0                y  156.3291
## 60  Siberia_2018_1     0   flat            0                y  156.3286
## 61  Siberia_2018_1     0   flat            0                y  156.3272
## 62  Siberia_2018_1     0   flat           NA                y  156.3267
## 63  Siberia_2018_1     0   flat            0                y  156.3261
## 64  Siberia_2018_1     0   flat            0                y  156.3255
## 65  Siberia_2018_1     0   flat            0                y  156.3245
## 66  Siberia_2018_1     0   flat            0                y  156.3235
## 67  Siberia_2018_1    26     34            0                y  156.9752
## 68  Siberia_2018_1    28     34            0                y  156.9754
## 69  Siberia_2018_1    16     34            2                y  156.9743
## 70  Siberia_2018_1    15     34            2                y  156.9738
## 71  Siberia_2018_1    15     34            2                n  156.9732
## 72  Siberia_2018_1    NA   <NA>           NA                y  156.9727
## 73  Siberia_2018_1    13     42            0                y  156.9704
## 74  Siberia_2018_1     9     42            0                y  156.9707
## 75  Siberia_2018_1    14     24            0                y  156.9712
## 76  Siberia_2018_1    13     42            0                y  156.9715
## 77  Siberia_2018_1     4      4            0                n  156.9232
## 78  Siberia_2018_1     4      4            0                y  156.9237
## 79  Siberia_2018_1     6      4           NA                y  156.9247
## 80  Siberia_2018_1    12      4            0                y  156.9253
## 81  Siberia_2018_1    12      4            0                y  156.9260
## 82  Siberia_2018_1    10    340            0                y  156.9266
## 83  Siberia_2018_1    10      0            0                y  156.9277
## 84  Siberia_2018_1    10     24            0                n  156.9289
## 85  Siberia_2018_1     0   flat            0                n  156.9311
## 86  Siberia_2018_1     0   flat            0                y  156.9334
## 87  Siberia_2018_1    26    230            0                y  161.4767
## 88  Siberia_2018_1    26    230            0                y  161.4773
## 89  Siberia_2018_1    12    212            0                y  161.4789
## 90  Siberia_2018_1     8    220            0                y  161.4796
## 91  Siberia_2018_1    11    240            0                y  161.4803
## 92  Siberia_2018_1    17    290            0                y  161.4810
## 93  Siberia_2018_1     0   flat            0                y  161.4824
## 94  Siberia_2018_1    19    120            0                y  161.4838
## 95  Siberia_2018_1    14    270            0                y  161.4983
## 96  Siberia_2018_1    10    270           NA                y  161.4978
## 97  Siberia_2018_1     0   flat            0                y  161.4970
## 98  Siberia_2018_1     0   flat            0                y  161.4964
## 99  Siberia_2018_1     0   flat            0                y  161.4959
## 100 Siberia_2018_1     0   flat            0                y  161.4953
## 101 Siberia_2018_1    10    174            0                y  161.4943
## 102 Siberia_2018_1     7    190            0                y  161.4932
## 103 Yakutsk_2018_1     0   flat            0                y  129.6130
## 104 Yakutsk_2018_1     0   flat            0                y  129.6127
## 105 Yakutsk_2018_1     0   flat           NA                y  129.6125
## 106 Yakutsk_2018_1     0   flat            0                y  129.5768
## 107 Yakutsk_2018_1     0   flat            0                y  129.5704
## 108 Yakutsk_2018_1     0   flat            0                y  129.5668
## 109 Yakutsk_2018_1     0   flat            0                y  129.5846
## 110 Yakutsk_2018_1     8    210            0                y  129.5959
## 111 Yakutsk_2018_1     6    210            0                y  129.5922
## 112 Yakutsk_2018_1     8    208            0                y  129.5926
## 113 Yakutsk_2018_1     8    260            0                y  129.5866
## 114 Yakutsk_2018_1     5      0            0                y  129.5926
## 115 Yakutsk_2018_1     4    352            0                y  129.5869
## 116 Yakutsk_2018_1     0   flat            0                y  129.5683
## 117 Yakutsk_2018_1     0   flat            0                y  129.5735
## 118 Yakutsk_2018_1     0   flat            0                y  129.6149
## 119 Yakutsk_2018_1     0   flat            0                y  129.6154
## 120 Yakutsk_2018_1     0   flat            0                y  129.6188
## 121 Yakutsk_2018_1    NA   <NA>            0                y  129.6177
## 122 Yakutsk_2018_1     0   flat            0                y  129.6172
## 123 Yakutsk_2018_1     0   flat            0                y  129.6249
## 124 Yakutsk_2018_1     0   flat            0                y  129.6225
## 125 Yakutsk_2018_1     0   flat            0                y  129.6206
## 126 Yakutsk_2018_1     0   flat            0                y  129.6261
## 127 Yakutsk_2018_1     0   flat            0                y  129.6280
## 128 Siberia_2019_1     0   flat            0                y  130.2335
## 129 Siberia_2019_1     0   flat            0                y  130.2339
## 130 Siberia_2019_1     0   flat            0                y  130.2348
## 131 Siberia_2019_1     0   flat            0                y  130.2353
## 132 Siberia_2019_1     0   flat            0                y  130.2357
## 133 Siberia_2019_1     0   flat            0                y  130.2362
## 134 Siberia_2019_1     0   flat            0                y  130.2371
## 135 Siberia_2019_1     0   flat            0                y  130.2381
## 136 Siberia_2019_1     0   flat            0                y  130.2538
## 137 Siberia_2019_1     0   flat            0                y        NA
## 138 Siberia_2019_1     0   flat            0                y  130.4798
## 139 Siberia_2019_1     0   flat            0                y  130.4793
## 140 Siberia_2019_1     0   flat            0                y  130.4785
## 141 Siberia_2019_1     0   flat            0                y  130.4778
## 142 Siberia_2019_1     0   flat            0                y  130.1708
## 143 Siberia_2019_1     0   flat            0                y  130.1698
## 144 Siberia_2019_1     0   flat            0                y  130.1689
## 145 Siberia_2019_1     0   flat            0                y  130.1675
## 146 Siberia_2019_1     0   flat            0                y        NA
## 147 Siberia_2019_1     0   flat            0                y  130.1325
## 148 Siberia_2019_1     6    346            0                y  131.8193
## 149 Siberia_2019_1     9    346            0                y  131.8201
## 150 Siberia_2019_1    14    346            0                y  131.8210
## 151 Siberia_2019_1     8    346            0                y  131.8222
## 152 Siberia_2019_1     0   flat            0                y  130.4242
## 153 Siberia_2019_1     0   flat            0                y  130.4247
## 154 Siberia_2019_1     0   flat            0                y  130.4254
## 155 Siberia_2019_1     0   flat            0                y  130.4261
## 156 Siberia_2019_1     0   flat            0                y  130.4106
## 157 Siberia_2019_1     0   flat            0                y  130.4114
## 158 Siberia_2019_1     0   flat            0                y  130.4122
## 159 Siberia_2019_1     0   flat            0                y  130.4135
## 160 Siberia_2019_1     0   flat            0                y  130.2463
## 161 Siberia_2019_1     0   flat            0                y  130.2453
## 162 Siberia_2019_1     0   flat            0                y  130.2445
## 163 Siberia_2019_1     0   flat            0                y  130.2430
## 164 Siberia_2019_5    NA   <NA>            0             <NA>        NA
## 165 Siberia_2019_5     0   flat            0                y  161.6843
## 166 Siberia_2019_5     0   flat            0                y  161.6838
## 167 Siberia_2019_5     0   flat            0                y  161.6834
## 168 Siberia_2019_5     0   flat            0                y  161.6835
## 169 Siberia_2019_5     0   flat            0                y  161.6835
## 170 Siberia_2019_5     0   flat            0                y  161.6836
## 171 Siberia_2019_5     0   flat            0                y  161.6836
## 172 Siberia_2019_5     0   flat            0                y  161.6840
## 173 Siberia_2019_5     0   flat            0                y  161.8981
## 174 Siberia_2019_5     0   flat            0                y  161.8982
## 175 Siberia_2019_5     0   flat            0                y  161.8990
## 176 Siberia_2019_5     0   flat            0                y  161.8993
## 177 Siberia_2019_5     0   flat            0                y  161.8997
## 178 Siberia_2019_5     0   flat            0                y  161.9000
## 179 Siberia_2019_5     0   flat            0                y  161.9006
## 180 Siberia_2019_5     0   flat            0                y  161.9014
## 181 Siberia_2019_5     0   flat            0                y  161.7715
## 182 Siberia_2019_5     0   flat            0                y  161.7714
## 183 Siberia_2019_5     0   flat            0                y  161.7723
## 184 Siberia_2019_5     0   flat            0                y  161.7729
## 185 Siberia_2019_5     0   flat            0                y  161.7733
## 186 Siberia_2019_5    NA   <NA>           NA                y  161.7739
## 187 Siberia_2019_5     0   flat            0                y  161.7751
## 188 Siberia_2019_5     0   flat            0                y  161.7762
## 189 Siberia_2019_5     0   flat            0                y  161.3355
## 190 Siberia_2019_5     0   flat            0                y  161.3360
## 191 Siberia_2019_5     0   flat            0                y  161.3367
## 192 Siberia_2019_5     0   flat            0                y  161.3373
## 193 Siberia_2019_5     0   flat            0                y  161.3378
## 194 Siberia_2019_5     0   flat            0                y  161.3385
## 195 Siberia_2019_5     0   flat            0                y  161.3396
## 196 Siberia_2019_5     0   flat            0                y  161.3408
## 197 Siberia_2019_5    11    350            0                y  160.6480
## 198 Siberia_2019_5    11      5            0                y  160.6475
## 199 Siberia_2019_5     7      2            0                y  160.6466
## 200 Siberia_2019_5     4      2            0                y  160.6461
## 201 Siberia_2019_5     5    310            0                y  160.6456
## 202 Siberia_2019_5     2    343            0                y  160.6450
## 203 Siberia_2019_5     2    346            0                y  160.6442
## 204 Siberia_2019_5     0   flat            0                y  160.6431
## 205 Siberia_2019_5     4     13            0                y  160.6547
## 206 Siberia_2019_5     8     35            0                y  160.6542
## 207 Siberia_2019_5     2    355            0                y  160.6554
## 208 Siberia_2019_5     5     15            0                y  160.6561
## 209 Siberia_2019_5     6    346            0                y  160.6569
## 210 Siberia_2019_5     5    332            0                y  160.6575
## 211 Siberia_2019_5     6    357            0                y  160.6587
## 212 Siberia_2019_5     2    356            0                y  160.6600
## 213 Siberia_2019_8     0   flat            0                y  161.5359
## 214 Siberia_2019_8     0   flat            0                y  161.5361
## 215 Siberia_2019_8     0   flat            2                y  161.5366
## 216 Siberia_2019_8     0   flat            0                y  161.5368
## 217 Siberia_2019_8     0   flat            0                y  161.5371
## 218 Siberia_2019_8     0   flat            0                y  161.5373
## 219 Siberia_2019_8     0   flat            0                y  161.5376
## 220 Siberia_2019_8     0   flat            0                y  161.5380
## 221 Siberia_2019_8     0   flat            0                y  161.5282
## 222 Siberia_2019_8     0   flat            0                y  161.5290
## 223 Siberia_2019_8     0   flat            0                y  161.5304
## 224 Siberia_2019_8     0   flat            0                y  161.5310
## 225 Siberia_2019_8     0   flat            0                y  161.5318
## 226 Siberia_2019_8     0   flat            0                y  161.5326
## 227 Siberia_2019_8     0   flat            0                y  161.5338
## 228 Siberia_2019_8     0   flat            0                y  161.5350
##     latitude elevation
## 1   68.78183  46.02856
## 2   68.78200  46.98987
## 3   68.78242  47.47046
## 4   68.78263  47.23010
## 5   68.78283  45.30750
## 6   68.78304  44.34631
## 7   68.78347  37.13635
## 8   68.78391  32.32983
## 9   67.52828  45.54785
## 10  67.52844  44.34631
## 11  67.52880  43.86548
## 12  67.52901  44.34631
## 13  67.52918  44.58655
## 14  67.52937  42.90417
## 15  67.52972  47.47046
## 16  67.53005  43.86548
## 17  67.55059  85.92285
## 18  67.55049  83.75989
## 19  67.55031  87.84546
## 20  67.55020  93.61340
## 21  67.55013  97.93933
## 22  67.54998  96.73767
## 23  67.54974 103.94751
## 24  67.54954 106.83130
## 25  67.61287  40.74121
## 26  67.61290  44.34631
## 27  67.61276  40.50098
## 28  67.61270  41.22192
## 29  67.61262  42.66382
## 30  67.61255  42.90417
## 31  67.61243  46.02856
## 32  67.61228  46.26892
## 33        NA        NA
## 34        NA        NA
## 35  67.65211  18.87146
## 36  67.65226  21.03442
## 37  67.65262  22.47632
## 38  67.65277  22.47632
## 39  67.65295  19.59241
## 40  67.65313  20.79407
## 41  67.65347  15.02625
## 42  67.65381  19.11182
## 43  67.64943  16.70850
## 44  67.64965  17.42957
## 45  67.65022  19.35217
## 46  67.65041  20.07312
## 47  67.65060  23.19739
## 48  67.65077  19.59241
## 49  67.65115  20.31335
## 50  67.65151  21.27478
## 51  67.76868  23.91833
## 52  67.76843  23.67798
## 53  67.76888  20.55371
## 54  67.76900  22.95703
## 55  67.76914  21.75537
## 56  67.76929  25.60059
## 57  67.76953  18.87146
## 58  67.76982  20.07312
## 59  67.77808  18.15051
## 60  67.77807  19.35217
## 61  67.77805  18.87146
## 62  67.77803  15.74719
## 63  67.77794  14.78589
## 64  67.77792  15.98755
## 65  67.77785  14.78589
## 66  67.77776  14.78589
## 67  67.99513  28.24426
## 68  67.99493  28.48462
## 69  67.99470  29.44592
## 70  67.99456  27.52319
## 71  67.99447  33.29114
## 72  67.99435  32.57019
## 73  67.99386  37.37671
## 74  67.99375  38.81860
## 75  67.99336  32.57019
## 76  67.99322  41.70251
## 77  67.99312  35.69434
## 78  67.99309  40.02026
## 79  67.99305  37.61694
## 80  67.99302  34.97339
## 81  67.99298  36.65576
## 82  67.99293  36.89600
## 83  67.99281  40.50098
## 84  67.99273  37.37671
## 85  67.99257  41.70251
## 86  67.99242  44.58655
## 87  68.78813  40.74121
## 88  68.78810  42.18323
## 89  68.78795  43.62512
## 90  68.78792  43.14453
## 91  68.78784  44.10596
## 92  68.78780  46.98987
## 93  68.78773  50.11414
## 94  68.78763  47.23010
## 95  68.78666  41.22192
## 96  68.78674  40.74121
## 97  68.78695  35.69434
## 98  68.78710  35.69434
## 99  68.78722  35.45410
## 100 68.78739  36.89600
## 101 68.78768  39.05896
## 102 68.78793  39.05896
## 103 62.21587 205.56189
## 104 62.21571 236.45392
## 105 62.21565 205.54500
## 106 62.23061 204.00000
## 107 62.23087 207.00000
## 108 62.23002 209.00000
## 109 62.23347 215.00000
## 110 62.23214 222.00000
## 111 62.23222 219.00000
## 112 62.23166 217.00000
## 113 62.23397 217.00000
## 114 62.23166 217.00000
## 115 62.23446 209.00000
## 116 62.22967 212.00000
## 117 62.23070 208.00000
## 118 62.22748 218.04898
## 119 62.22711 216.43512
## 120 62.22543 212.45905
## 121 62.22445        NA
## 122 62.22573 211.64201
## 123 62.22511 211.21050
## 124 62.22481 213.31155
## 125 62.22316 212.99359
## 126 62.22223 210.92920
## 127 62.22166 210.70898
## 128 61.82019        NA
## 129 61.82024        NA
## 130 61.82039        NA
## 131 61.82046        NA
## 132 61.82050        NA
## 133 61.82058        NA
## 134 61.82066        NA
## 135 61.82077        NA
## 136 61.81941        NA
## 137       NA        NA
## 138 61.87270        NA
## 139 61.87308        NA
## 140 61.87347        NA
## 141 61.87409        NA
## 142 61.95553        NA
## 143 61.95543        NA
## 144 61.95528        NA
## 145 61.95503        NA
## 146       NA        NA
## 147 61.96686        NA
## 148 61.99755        NA
## 149 61.99731        NA
## 150 61.99706        NA
## 151 61.99669        NA
## 152 61.85087        NA
## 153 61.85127        NA
## 154 61.85182        NA
## 155 61.85239        NA
## 156 61.85692        NA
## 157 61.85709        NA
## 158 61.85722        NA
## 159 61.85747        NA
## 160 61.84203        NA
## 161 61.84199        NA
## 162 61.84200        NA
## 163 61.84206        NA
## 164       NA        NA
## 165 67.86025        NA
## 166 67.86031        NA
## 167 67.86063        NA
## 168 67.86085        NA
## 169 67.86110        NA
## 170 67.86134        NA
## 171 67.86183        NA
## 172 67.86304        NA
## 173 67.81182        NA
## 174 67.81192        NA
## 175 67.81217        NA
## 176 67.81233        NA
## 177 67.81251        NA
## 178 67.81268        NA
## 179 67.81302        NA
## 180 67.81333        NA
## 181 67.81387        NA
## 182 67.81407        NA
## 183 67.81434        NA
## 184 67.81443        NA
## 185 67.81450        NA
## 186 67.81456        NA
## 187 67.81475        NA
## 188 67.81501        NA
## 189 68.10885        NA
## 190 68.10882        NA
## 191 68.10880        NA
## 192 68.10886        NA
## 193 68.10891        NA
## 194 68.10894        NA
## 195 68.10899        NA
## 196 68.10905        NA
## 197 68.32186        NA
## 198 68.32186        NA
## 199 68.32144        NA
## 200 68.32126        NA
## 201 68.32110        NA
## 202 68.32090        NA
## 203 68.32057        NA
## 204 68.32026        NA
## 205 68.32307        NA
## 206 68.32298        NA
## 207 68.32288        NA
## 208 68.32287        NA
## 209 68.32283        NA
## 210 68.32282        NA
## 211 68.32272        NA
## 212 68.32268        NA
## 213 68.75287        NA
## 214 68.75256        NA
## 215 68.75219        NA
## 216 68.75200        NA
## 217 68.75177        NA
## 218 68.75156        NA
## 219 68.75121        NA
## 220 68.75087        NA
## 221 68.74868        NA
## 222 68.74866        NA
## 223 68.74861        NA
## 224 68.74859        NA
## 225 68.74856        NA
## 226 68.74855        NA
## 227 68.74854        NA
## 228 68.74851        NA
##                                                                                                                                                                                                                                                                                                                                                                                         location_notes
## 1                                                                                                                                                                                                                                                                                                                                     ran transect at 30 degree azimuth from unburned to burned forest
## 2                                                                                                                                                                                                                                                                                                                                                                                                 <NA>
## 3                                                                                                                                                                                                                                                                                                                                                                                                 <NA>
## 4                                                                                                                                                                                                                                                                                                                                                                                                 <NA>
## 5                                                                                                                                                                                                                                                                                                                                                                                                 <NA>
## 6                                                                                                                                                                                                                                                                                                                                                                                                 <NA>
## 7                                                                                                                                                                                                                                                                                                                                                                                                 <NA>
## 8                                                                                                                                                                                                                                                                                                                                                                                                 <NA>
## 9                                                                                                                                                                                                                                                                                                                                                                                                 <NA>
## 10                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 11                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 12                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 13                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 14                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 15                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 16                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 17                                                                                                                                                                                                                                                                                                                 Gonzo T2 unburned transects at -35m and -15m because unburned area was not very big
## 18                                                                                                                                                                                                                                                                                                                 Gonzo T2 unburned transects at -35m and -15m because unburned area was not very big
## 19                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 20                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 21                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 22                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 23                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 24                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 25                                                                                                                                                                                                                                                                                                     Transect ran at 120 degrees; started transect at -75 and -50m to avoid thick alder at burn edge
## 26                                                                                                                                                                                                                                                                                                     Transect ran at 120 degrees; started transect at -75 and -50m to avoid thick alder at burn edge
## 27                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 28                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 29                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 30                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 31                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 32                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 33                                      very difficult to walk because of deep silt from river. This area was recently heavily flooded with deep silt/sediment. Thaw depth is off because of extra sediment from flood, veg is off because we can not see below the sediment. Stopped after unburned areas. Both -35 and -15 plots run NE-SW direction to avoid burned area (small patch of unburned).
## 34  decided not to sample further because sediment will prevent us from answering our questions. This area was recently heavily flooded with deep silt/sediment. Thaw depth is off because of extra sediment from flood, veg is off because we can not see below the sediment. Stopped after unburned areas. Both -35 and -15 plots run NE-SW direction to avoid burned area (small patch of unburned)
## 35                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 36                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 37                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 38                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 39                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 40                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 41                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 42                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 43                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 44                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 45                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 46                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 47                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 48                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 49                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 50                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 51                                                                                                                                                                                                                                                 FOC T1 located -15m from burn edge. not enough room to go back farther. so -15b is located paralell to river /burn area, also -15 m from burn edge.
## 52                                                                                                                                                                                                                                                 FOC T1 located -15m from burn edge. not enough room to go back farther. so -15b is located paralell to river /burn area, also -15 m from burn edge.
## 53                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 54                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 55                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 56                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 57                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 58                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 59                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 60                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 61                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 62                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 63                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 64                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 65                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 66                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 67                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 68                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 69                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 70                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 71                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 72                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 73                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 74                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 75                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 76                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 77                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 78                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 79                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 80                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 81                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 82                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 83                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 84                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 85                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 86                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 87                                                                                                                                                                                                                                                                                                                                                                             Transect at 110 degrees
## 88                                                                                                                                                                                                                                                                                                                                                                             Transect at 110 degrees
## 89                                                                                                                                                                                                                                                                                                                                                                             Transect at 110 degrees
## 90                                                                                                                                                                                                                                                                                                                                                                             Transect at 110 degrees
## 91                                                                                                                                                                                                                                                                                                                                                                             Transect at 110 degrees
## 92                                                                                                                                                                                                                                                                                                                                                                             Transect at 110 degrees
## 93                                                                                                                                                                                                                                                                                                                                                                             Transect at 110 degrees
## 94                                                                                                                                                                                                                                                                                                                                                                             Transect at 110 degrees
## 95                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 96                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 97                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 98                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 99                                                                                                                                                                                                                                                                                                                                                                                                <NA>
## 100                                                                                                                                                                                                                                                                                                                                                                                               <NA>
## 101                                                                                                                                                                                                                                                                                                                                                                                               <NA>
## 102                                                                                                                                                                                                                                                                                                                                                                                               <NA>
## 103                                                                                                                                                                                                                                                                                                                                                                        Transect Ran at 248 degrees
## 104                                                                                                                                                                                                                                                                                                                                                                        Transect Ran at 248 degrees
## 105                                                                                                                                                                                                                                                                                                                                                                        Transect Ran at 248 degrees
## 106                                                                                                                                                                                                                                                                                                                                                                                               <NA>
## 107                                                                                                                                                                                                                                                                                                                                                                                               <NA>
## 108                                                                                                                                                                                                                                                                                                                                                                                               <NA>
## 109                                                                                                                                                                                                                                                                                                                                                                                               <NA>
## 110                                                                                                                                                                                                                                                                                                                                                                                               <NA>
## 111                                                                                                                                                                                                                                                                                                                                                                                               <NA>
## 112                                                                                                                                                                                                                                                                                                                                                                                               <NA>
## 113                                                                                                                                                                                                                                                                                                                                                                                               <NA>
## 114                                                                                                                                                                                                                                                                                                                                                                                               <NA>
## 115                                                                                                                                                                                                                                                                                                                                                                                               <NA>
## 116                                                                                                                                                                                                                                                                                                                                                                                               <NA>
## 117                                                                                                                                                                                                                                                                                                                                                                                               <NA>
## 118                                                                                                                                                                                                                                                                                                                                                                                               <NA>
## 119                                                                                                                                                                                                                                                                                                                                                                                               <NA>
## 120                                                                                                                                                                                                                                                                                                                                                                                               <NA>
## 121                                                                                                                                                                                                                                                                                                                                                                                               <NA>
## 122                                                                                                                                                                                                                                                                                                                                                                                               <NA>
## 123                                                                                                                                                                                                                                                                                                                                                                                               <NA>
## 124                                                                                                                                                                                                                                                                                                                                                                                               <NA>
## 125                                                                                                                                                                                                                                                                                                                                                                                               <NA>
## 126                                                                                                                                                                                                                                                                                                                                                                                               <NA>
## 127                                                                                                                                                                                                                                                                                                                                                                                               <NA>
## 128                                                                                                                                                                                                                                                                                                                                       "FRK" stands for "Frankenburn." Transect heading 85 degrees.
## 129                                                                                                                                                                                                                                                                                                                                       "FRK" stands for "Frankenburn." Transect heading 85 degrees.
## 130                                                                                                                                                                                                                                                                                                                                       "FRK" stands for "Frankenburn." Transect heading 85 degrees.
## 131                                                                                                                                                                                                                                                                                                                                       "FRK" stands for "Frankenburn." Transect heading 85 degrees.
## 132                                                                                                                                                                                                                                                                                                                                       "FRK" stands for "Frankenburn." Transect heading 85 degrees.
## 133                                                                                                                                                                                                                                                                                                                                       "FRK" stands for "Frankenburn." Transect heading 85 degrees.
## 134                                                                                                                                                                                                                                                                                                                                       "FRK" stands for "Frankenburn." Transect heading 85 degrees.
## 135                                                                                                                                                                                                                                                                                                                                       "FRK" stands for "Frankenburn." Transect heading 85 degrees.
## 136                                                                                                                                                                                                                                                                                                                                  "FRK" stands for "Frankenburn"; transect heading 0 deg (magnetic)
## 137                                                                                                                                                   transect heading at 220 degrees; no lat or long coordinates recorded because we did not complete sampling at this location. We do have the lat and long for plot 0 along this transect; plot 0 Latitude = 61.89726; plot 0 Longitude = 130.09243
## 138                                                                                                                                                                                                                                                                                                                                             ROB stands for Roburnson. Transect heading 350 degrees
## 139                                                                                                                                                                                                                                                                                                                                             ROB stands for Roburnson. Transect heading 350 degrees
## 140                                                                                                                                                                                                                                                                                                                                             ROB stands for Roburnson. Transect heading 350 degrees
## 141                                                                                                                                                                                                                                                                                                                                             ROB stands for Roburnson. Transect heading 350 degrees
## 142                                                                                                                                                                                                                                                                                                                                                                      transect heading not recorded
## 143                                                                                                                                                                                                                                                                                                                                                                      transect heading not recorded
## 144                                                                                                                                                                                                                                                                                                                                                                      transect heading not recorded
## 145                                                                                                                                                                                                                                                                                                                                                                      transect heading not recorded
## 146                                                                                                         Transect heading 220 degrees. Went to -40m for unburned plot because road was between unburned and burned. No lat or long coordinates recorded due to surveyor error. We do have the lat and long for plot 0 along this transect; plot 0 Latitude = 61.96702; plot 0 Longitude = 130.13257
## 147                                                                                                                                                                                                                                   Transect heading 220 degrees. Stopped sampling after two plots because of time; did not return to finish site because we think it might have been a reburn area.
## 148                                                                                                                                                                                                                                                                                                                                                                       transect heading 140 degrees
## 149                                                                                                                                                                                                                                                                                                                                                                       transect heading 140 degrees
## 150                                                                                                                                                                                                                                                                                                                                                                       transect heading 140 degrees
## 151                                                                                                                                                                                                                                                                                                                                                                       transect heading 140 degrees
## 152                                                                                                                                                                                                                                                                                                                            transect heading 50 degrees; parked in alas; some muddy spots coming in
## 153                                                                                                                                                                                                                                                                                                                                                                        transect heading 50 degrees
## 154                                                                                                                                                                                                                                                                                                                                                                        transect heading 50 degrees
## 155                                                                                                                                                                                                                                                                                                                                                                        transect heading 50 degrees
## 156                                                                                                                                                                                                                                                                                                                                                                      transect heading not recorded
## 157                                                                                                                                                                                                                                                                                                                                                                      transect heading not recorded
## 158                                                                                                                                                                                                                                                                                                                                                                      transect heading not recorded
## 159                                                                                                                                                                                                                                                                                                                                                                      transect heading not recorded
## 160                                                                                                                                                                                                                                                                                                                                                                       transect heading 290 degrees
## 161                                                                                                                                                                                                                                                                                                                                                                       transect heading 290 degrees
## 162                                                                                                                                                                                                                                                                                                                                                                       transect heading 290 degrees
## 163                                                                                                                                                                                                                                                                                                                                                                       transect heading 290 degrees
## 164                                                                                                                                                                   transect heading 318 degrees; No lat or long coordinates recorded because we did not complete sampling at this location. We do have lat and long for an Access Point along the Annui: Latitude = 160.90211; Longitude = 68.23757
## 165                                                                                                                                                                                                                                                                                      ANS stands for Annui South; there was some sampling done here in 2017 as well. Transect heading at 16 degrees
## 166                                                                                                                                                                                                                                                                                      ANS stands for Annui South; there was some sampling done here in 2017 as well. Transect heading at 16 degrees
## 167                                                                                                                                                                                                                                                                                      ANS stands for Annui South; there was some sampling done here in 2017 as well. Transect heading at 16 degrees
## 168                                                                                                                                                                                                                                                                                      ANS stands for Annui South; there was some sampling done here in 2017 as well. Transect heading at 16 degrees
## 169                                                                                                                                                                                                                                                                                      ANS stands for Annui South; there was some sampling done here in 2017 as well. Transect heading at 16 degrees
## 170                                                                                                                                                                                                                                                                                      ANS stands for Annui South; there was some sampling done here in 2017 as well. Transect heading at 16 degrees
## 171                                                                                                                                                                                                                                                                                      ANS stands for Annui South; there was some sampling done here in 2017 as well. Transect heading at 16 degrees
## 172                                                                                                                                                                                                                                                                                      ANS stands for Annui South; there was some sampling done here in 2017 as well. Transect heading at 16 degrees
## 173                                                                                                                                                                                                                                                                                                                                                                      transect heading not recorded
## 174                                                                                                                                                                                                                                                                                                                                                                      transect heading not recorded
## 175                                                                                                                                                                                                                                                                                                                                                                      transect heading not recorded
## 176                                                                                                                                                                                                                                                                                                                                                                      transect heading not recorded
## 177                                                                                                                                                                                                                                                                                                                                                                      transect heading not recorded
## 178                                                                                                                                                                                                                                                                                                                                                                      transect heading not recorded
## 179                                                                                                                                                                                                                                                                                                                                                                      transect heading not recorded
## 180                                                                                                                                                                                                                                                                                                                                                                      transect heading not recorded
## 181                                                                                                                                                                                                                                                                                                                                                                     transect heading at 80 degrees
## 182                                                                                                                                                                                                                                                                                                                                                                     transect heading at 80 degrees
## 183                                                                                                                                                                                                                                                                                                                                                                     transect heading at 80 degrees
## 184                                                                                                                                                                                                                                                                                                                                                                     transect heading at 80 degrees
## 185                                                                                                                                                                                                                                                                                                                                                                     transect heading at 80 degrees
## 186                                                                                                                                                                                                                                                                                                                                                                     transect heading at 80 degrees
## 187                                                                                                                                                                                                                                                                                                                                                                     transect heading at 80 degrees
## 188                                                                                                                                                                                                                                                                                                                                                                     transect heading at 80 degrees
## 189                                                                                                                                                                                                                                                                                                                                                                     transect heading at 95 degrees
## 190                                                                                                                                                                                                                                                                                                                                                                     transect heading at 95 degrees
## 191                                                                                                                                                                                                                                                                                                                                                                     transect heading at 95 degrees
## 192                                                                                                                                                                                                                                                                                                                                                                     transect heading at 95 degrees
## 193                                                                                                                                                                                                                                                                                                                                                                     transect heading at 95 degrees
## 194                                                                                                                                                                                                                                                                                                                                                                     transect heading at 95 degrees
## 195                                                                                                                                                                                                                                                                                                                                                                     transect heading at 95 degrees
## 196                                                                                                                                                                                                                                                                                                                                                                     transect heading at 95 degrees
## 197                                                                                                                                                                                                                                                                                                                                   BP stands for broken propeller. Transect heading at 240 degrees.
## 198                                                                                                                                                                                                                                                                                                                                   BP stands for broken propeller. Transect heading at 240 degrees.
## 199                                                                                                                                                                                                                                                                                                                                   BP stands for broken propeller. Transect heading at 240 degrees.
## 200                                                                                                                                                                                                                                                                                                                                   BP stands for broken propeller. Transect heading at 240 degrees.
## 201                                                                                                                                                                                                                                                                                                                                   BP stands for broken propeller. Transect heading at 240 degrees.
## 202                                                                                                                                                                                                                                                                                                                                   BP stands for broken propeller. Transect heading at 240 degrees.
## 203                                                                                                                                                                                                                                                                                                                                   BP stands for broken propeller. Transect heading at 240 degrees.
## 204                                                                                                                                                                                                                                                                                                                                   BP stands for broken propeller. Transect heading at 240 degrees.
## 205                                                                                                                                                                                                                                                                                                                                   BP stands for broken propeller. Transect heading at 105 degrees.
## 206                                                                                                                                                                                                                                                                                                                                   BP stands for broken propeller. Transect heading at 105 degrees.
## 207                                                                                                                                                                                                                                                                                                                                   BP stands for broken propeller. Transect heading at 105 degrees.
## 208                                                                                                                                                                                                                                                                                                                                   BP stands for broken propeller. Transect heading at 105 degrees.
## 209                                                                                                                                                                                                                                                                                                                                   BP stands for broken propeller. Transect heading at 105 degrees.
## 210                                                                                                                                                                                                                                                                                                                                   BP stands for broken propeller. Transect heading at 105 degrees.
## 211                                                                                                                                                                                                                                                                                                                                   BP stands for broken propeller. Transect heading at 105 degrees.
## 212                                                                                                                                                                                                                                                                                                                                   BP stands for broken propeller. Transect heading at 105 degrees.
## 213                                                                                                                                                                                                                                                                                                                                         HR stands for Hot Rod(inka); transect heading not recorded
## 214                                                                                                                                                                                                                                                                                                                                         HR stands for Hot Rod(inka); transect heading not recorded
## 215                                                                                                                                                                                                                                                                                                                                         HR stands for Hot Rod(inka); transect heading not recorded
## 216                                                                                                                                                                                                                                                                                                                                         HR stands for Hot Rod(inka); transect heading not recorded
## 217                                                                                                                                                                                                                                                                                                                                         HR stands for Hot Rod(inka); transect heading not recorded
## 218                                                                                                                                                                                                                                                                                                                                         HR stands for Hot Rod(inka); transect heading not recorded
## 219                                                                                                                                                                                                                                                                                                                                         HR stands for Hot Rod(inka); transect heading not recorded
## 220                                                                                                                                                                                                                                                                                                                                         HR stands for Hot Rod(inka); transect heading not recorded
## 221                                                                                                                                                                                                                                                                                                                                         HR stands for Hot Rod(inka); transect heading not recorded
## 222                                                                                                                                                                                                                                                                                                                                         HR stands for Hot Rod(inka); transect heading not recorded
## 223                                                                                                                                                                                                                                                                                                                                         HR stands for Hot Rod(inka); transect heading not recorded
## 224                                                                                                                                                                                                                                                                                                                                         HR stands for Hot Rod(inka); transect heading not recorded
## 225                                                                                                                                                                                                                                                                                                                                         HR stands for Hot Rod(inka); transect heading not recorded
## 226                                                                                                                                                                                                                                                                                                                                         HR stands for Hot Rod(inka); transect heading not recorded
## 227                                                                                                                                                                                                                                                                                                                                         HR stands for Hot Rod(inka); transect heading not recorded
## 228                                                                                                                                                                                                                                                                                                                                         HR stands for Hot Rod(inka); transect heading not recorded
##                                                                                                                                                                                                                                                                                                                                                                                                  site_notes
## 1                                                                                                                                                                                                                                                                                                                                                                                                      <NA>
## 2                                                                                                                                                                                                                                                                                                                                                                                                      <NA>
## 3                                                                                                                                                                                                                                                                                                                                           25 m plot was transitional not completely in burned or unburned
## 4                                                                                                                                                                                                                                                                                                                                                                     50 m plot had a lot of standing water
## 5                                                                                                                                                                                                                                                                                                                                                                                                      <NA>
## 6                                                                                                                                                                                                                                                                                                                                                                                                      <NA>
## 7                                                                                                                                                                                                                                                                                                                                                                                                      <NA>
## 8                                                                                                                                                                                                                                                                                                                                                                                                      <NA>
## 9                                                                                                                                                                                       Many dead and down trees from previous stands. In unburned area, obvious that there was a fire before the 2001 fire, so this may be fire on top of fires in the same areas. Lots of larch litter in unburned area. 
## 10                                                                                                                                                                                                                                              if tree has crown severity it was from previous stand and standing. Could not get crown severity on downed trees from previous stand because too decomposed
## 11                                                                                                                                                                                                                                                                                                                    Nikita collected one cookie from previous stand and two cookies from more recent burn
## 12                                                                                                                                                                                                                          crown severity on trees for ps, previous stand, is an estimate. sometimes hard to tell. Nikita collected one cookie from previous stand and two cookies from more recent burn. 
## 13                                                                                                                                                                                                                                                                                                                    Nikita collected one cookie from previous stand and two cookies from more recent burn
## 14                                                                                                                                                                                                                                                                                                                    Nikita collected one cookie from previous stand and two cookies from more recent burn
## 15                                                                                                                                                                                                                                                                                                                    Nikita collected one cookie from previous stand and two cookies from more recent burn
## 16                                                                                                                                                                                                                                                                                                                    Nikita collected one cookie from previous stand and two cookies from more recent burn
## 17                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 18                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 19                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 20                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 21                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 22                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 23                                                                                                                                                                                                                                                                                                                                                            most ps in this transect had tops snapped off
## 24                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 25                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 26                                                                                                                                                                                                                                                                                                                          small larch appear to be sprouts from older trees (layering?), not new recruits
## 27                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 28                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 29                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 30                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 31                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 32                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 33                                                                                                                                                                                                                                                                       probably impossible to detect fire effects because of high silt deposits. Cant take soils, see woody debris, or see regeneration. 
## 34                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 35                                                                                                                                                                                                                                                                                                                                                   open and mossy area with many recruits and few shrubs 
## 36                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 37                                                                                                                                                                                                                                                                                                                                                                 FU transect 2 had patchy burning overall
## 38                                                                                                                                                                                                                                                                                                                                                                 FU transect 2 had patchy burning overall
## 39                                                                                                                                                                                                                                                                                                                                                                 FU transect 2 had patchy burning overall
## 40                                                                                                                                                                                                                                                                                                                                                                 FU transect 2 had patchy burning overall
## 41                                                                                                                                                                                                                                                                                                                                                                 FU transect 2 had patchy burning overall
## 42                                                                                                                                                                                                                                                   plot 200 had a sediment layer from flooding (though less sediment that on FU transect 1), also more tussocky; FU transect 2 had patchy burning overall
## 43                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 44                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 45                                                                                                                                                                                                                                                                                                                                        impossible to search larger area for seedlings with all the grass
## 46                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 47                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 48                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 49                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 50                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 51                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 52                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 53                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 54                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 55                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 56                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 57                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 58                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 59                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 60                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 61                                                                                                                                                                                                                                                                   site very tussocky and covered in sediment as we moved to the burned area. Char measurements may not be accurate because of sediment. 
## 62                                                                                                                                                                                                                                                                   site very tussocky and covered in sediment as we moved to the burned area. Char measurements may not be accurate because of sediment. 
## 63                                                                                                                                                                                                                                                                   site very tussocky and covered in sediment as we moved to the burned area. Char measurements may not be accurate because of sediment. 
## 64                                                                                                                                                                                                                                                                   site very tussocky and covered in sediment as we moved to the burned area. Char measurements may not be accurate because of sediment. 
## 65                                                                                                                                                                                                                                                                   site very tussocky and covered in sediment as we moved to the burned area. Char measurements may not be accurate because of sediment. 
## 66                                                                                                                                                                                                                                                                   site very tussocky and covered in sediment as we moved to the burned area. Char measurements may not be accurate because of sediment. 
## 67                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 68                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 69                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 70                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 71                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 72                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 73                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 74                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 75                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 76                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 77                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 78                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 79                                                                                                                                                                                                                                                                                                                                                     very high char on trees, but lots of remaining cones
## 80                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 81                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 82                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 83                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 84                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 85                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 86                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 87                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 88                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 89                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 90                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 91                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 92                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 93                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 94                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 95                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 96                                                                                                                                                                                                                                                                                                                                                                                                     <NA>
## 97                                                                                                                                                                                                                                                                                                                                                            first plots in unburned area were in wet area
## 98                                                                                                                                                                                                                                                                                                                                                            first plots in unburned area were in wet area
## 99                                                                                                                                                                                                                                                                                                                                           wet and shrubby; first plots in unburned area were in wet area
## 100                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 101                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 102                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 103                                                                                                                                                                                                                                                                                                                                                  area has standing live larch trees (low severity fire)
## 104                                                                                                                                                                                                                                                                                                                                                  area has standing live larch trees (low severity fire)
## 105                                                                                                                                                                                                                                                                                                                                                  area has standing live larch trees (low severity fire)
## 106                                                                                                                                                                                                                             We could not find clean unburned edges, so we decided to just survey this fire scar to get familiar with the system and the variability. 7 pine recruits all < 20 cm tall. 
## 107                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 108                                                                                                                                                                                                                                                                                                                                                      stand appears unburned, no char on pine or larch. 
## 109                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 110                                                                                                                                                                               Small aspen/birch measured with shrubs. Site description: site with aspen, birch, pine, and larch. Soil very lightlly colored. Lots of leaf litter. Pockets of aspen, birch, larch and areas with high larch/pine regen. 
## 111                                                                                                                                        Heather: Tall, old living larch; many large fire-killed birch that had been growing in clumps - prev-fire kill? Many birch resprouts and LOTS of small aspen, very open. Ali: lots of small aspen; larch, pine, birch, diverse understory with deciduous forbs. 
## 112                                                                                                                                                Small birch measured as shrubs. Heather: mostly birch that survived last fire. Hummocks. Few larch trees, lots of dead litter. Most woody debris is birch. Ali: hummocks, many larger birch, some with fire scars, small larch trees, diverse understory
## 113                                                                                                                                                                                                                                  Heather: few large larch trees, lots of aspen sprouts, most WD is aspen. Ali: lots of aspen saplings, diverse but sparse understory, few tall larches, "lots" of regen
## 114                                                                                                                                                                                   Heather: open, mossy area with vacvit & vaculi; resprouting birch with some live larch; few larch recruits. Ali: open, some large surviving larch, some smaller, more mossy with rhogro, vaculi, vacvit, birch shrubs
## 115                                                                                                       Heather: larch overstory with patches of larch recruitment. Thick moss & vaculi, some resprouting birch. Ali: lots of standinglarch, some with fire scars, some birch, pockets of a lot of larch regen. Lots of vaculi, arcrub, aulpal. Also second moss species misxed with aulpal - Tomentipmum
## 116                                                                                 Heather: Does not appear to have burned recently - no char, lots of lichen on larch, no char on birch, which are relatively big; "bamboo" forest; lots of vacvit in understory, little woody debris. Ali: more like bamboo forest - high density of small larch, understory primarily vacvit, some larger birch as well
## 117                                                                                                                                                                                               Heather: Stand did not burn: no char, lichen on larch, big birch. Ali: mixed small-medium larch (< bamboo forest), some birch saplings --> trees, equpra, vacvit, salix, vaculi, and some moss understory
## 118                                         Heather: burned birch stand with many big birch still alive but clearly burned; few large larch, small birch resprouts coming out of fire-scarred trees, WD is birch. Ali: lots of large, senescing birch; some willow, one large larch (25+cm DBH); some larix regen; understory vacvit, rosaci, equpra, pyrasa, some char on large birch, many fallen birch. 
## 119                                                              Heather: appears to be low severity but with a mix of birch and larch; clumps of tall willows throughout; WD is mostly birch, recruits are small and lanky. Ali: many large, senescing birch with signs of char; several medium-large larix; some willow; understory fabaceae (lathyrus?), rosaci, vacvit, arcrub, equpra, char on larches
## 120 Heather: high crown severity - no live larch within 100m, some live birch that survived, lots of tall recruits, very open canopy, recruits often taller than 1.5m. Ali: several smallish (~10cm DBH) dead larch snags; many birch (saplings, trees, snags), some large birch w/o char; some salix, tons of larix regen; understory mostly grass, salix, a few others. Dead larch do have char at base. 
## 121                                                                                                                                                                         Heather: very open, park-like with charred larch and birch, but mostly living trees; small recruits. Ali: more open, lots of large birch with char; larch regen ~medium, understory vacvit, fabaceae, rosaci, equpra, epilobium
## 122                                                                                                                       Heather: mix of burned larch and birch - most WD is larch. Some surviving larch, birch. Ali: standing dead larch (med-large) with char; several midsize birch, salix shrubs, small birch saplings, understory: grass, arcrub, vacvit, fabaceae; larch regen present (0.5-1m tall)
## 123                                                                           Heather: many fire killed larch standing and on ground. Lots of recruits and resprouting birch; most of WD is larch. Ali: mix of larch snags and live larch; several birch as well; larch salix shrubs and many birch saplings; lots of downed wood. Understory is grass, fabaceae, epilobium, some moss, and linaea borealis
## 124                                                                                                              Heather: Many living larch of variable size; relatively open with some large birch, small resprouts. Ali: lots of standing larch trees (small-large) with char at bottom; few birches 10-15 cm DBH; salix shrubs; understory: vacvit, rosaci, fabaceae, rubus, and open duff, little regen
## 125                                   Heather: Bee/hornets nearby! Very open and park like, most of trees were unburned, only a few had char; mostly vacvit understory, NO recruits. Ali: Bees! Had to start over 50 m away; mid-large size large widely spaced & mostly alive; birch trees and saplings, not all larch have char - some do, mixed; Pine as well; understory is arcuva and vacvit; no regen
## 126                                                                                  Heather: appears to be unburned birch stand, very few larch; few recruits; lots of leaf litter; some birch with char, but not many. Ali: dominated by large birch without char; A few ~10cm larch, old larch stumps without char; understory = vacvit, fabaceae, pyrasa, rosaci, a lily (maianthemum?), not much regen
## 127               Heather: lots of larch mortality; canopy pretty open; some surviving birch and larch; lots of recruits; lots of leaf litter; many recruits appear to be up on hummocks. Ali: many standing larch snags 10-20 cm DBH with char; some large birch (some with char), lots of birch/willow shrubs and CWD; understory: grassy, equpra, pyrasa, open. Looks like a lot of 0.5-1m larch regen. 
## 128                                                                                                                                                                                                                                plot shows no signs of burning; lots of windthrow on plot - many down and dead larch; SW section has a lot of blowndown trees; mostly larch in plot with birch at edges.
## 129                                                                                                                                                                                                                                                                  No signs of fire but some harvesting of large larch. Mixed plot with larch; pine, birch; some previous logged trees (stumps) near plot
## 130                                                                                                                                                                                                                                                                                                                                                            A couple of large live pines outside of plot
## 131                                                                                                                                                                                                                                                                                                                            Plot thick with regeneration of all types; hard to move around. Cuckoo bird.
## 132                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 133                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 134                                                                                                                                                                                                                                                                                           Lots of larch regen! Not many standing dead. Big live mother tree nearby. Several large cut stumps with char.
## 135                                                                                                                                                                                                                                                                                                                             Lots of downed coarse woody debris; tons of birch regen; sparse understory.
## 136                                                                                                                    char ~ 2m high on many trees; Plot appears to have burned at some point but at very low severity. Did not complete this transect; only sampled -50 plot. Not in "high severity" area on map; but may have been burned. Char on downed logs and live larch. Very open area at center.
## 137                                                                                                                                                                                                                                                                                                              Did not sample further because we noticed that the "burned" area had been logged pre-burn.
## 138                                                                                                                                                                                                                               No evidence of burning; mostly larch with a few birch. Bamboo forest with some birch mixed in; couple random big pines; Vacvit understory looks a bit more like Cherskiy.
## 139                                                                                                                                                                                            Looks like high severity burn since almost all trees burned on ground. Large live tree just outside plot; lots of birch regen but also large larch recruits sticking up. TONS of CWD - hard to walk through.
## 140                                                                                                                                                                                                                              Area appears to get wet - lots of grasses and low density; several large larch within 25-50m. Slightly wetter area with grass hummocks; more open; less CWD than +25 plot.
## 141                                                                                                                                                                                                                                                                                                                                                      Several residual larch (live) in plot; lots of CWD
## 142                                                                                                                                                                                                                                                                                                                       Lots of larch trees but not tightly spaced; open area; pretty; <1km from village.
## 143                                                                                                                                                                                                                                                                                                                                                Large birch and larch recruits; kind of open understory.
## 144                                                                                                                                                                                                                                                                   Fairly open; lots of downed debris and a few standing dead; very grassy; interesting shrub with catkins and large rose-looking fruits
## 145                                                                                                                                                                                                                                                                                                                                                            Fairly open with some larger birch and larch
## 146                                                                              lots of short (1m) dead stems of larch that show signs of hare browse. Interesting to think about how browse might control population/successional dynamics. Saw 24 browsed stems in 1m radius. Bamboo forest; sparse understory (mostly larch litter). Seth sees char right beneath litter; but stand is older than 2002.
## 147                                                                                                                                                                                                                    We think this site might have been a possible reburn. Several downed woody debris charred but also see standing dead with char taller than AP. Shrubs not as tall as in other burns.
## 148                                                                                                                                                                                                                 lots of hare browse (old) on dead and alive larch stems <1m tall; finally a place with moss! N-facing slope; deeper SOL; more moss than other Yakutsk sites. Forest is larch dominated.
## 149                                                                                                                                                                                                                                       lots of small hummocks about 50 cm wide; likely from subsidence. Lots of recruits plus willow and birch; not many standing dead or big CWD - smaller forest burn?
## 150                                                                                                                                                                                                                                                                                                                                               Lumpy ground; lots of birch and willow and larch recruits
## 151                                                                                                                                                                                                                                                                                                                  Still lumpy ground; lots of class III and IV woody debris; seems to be higher severity
## 152                                                                                                                                                                                                                                                                                                                                 Bamboo forest; a few slightly larger trees; vacvit and moss understory.
## 153                                                                                                                                                                                                                                                                       some aspen recruits noted outside of plot; very open and grassy in half of plot; soil very compact; some cut stumps (not charred)
## 154                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 155                                                                                                                                                                                                                                                                                                    several alive mature larch near plot; soil less compact here; just an edge of wet area with tussocks
## 156                                                                                                                                                                   stand appears to have burned at low severity and is patchy; mature larch have no cones; very tiny trees; in small patch of low severity burn surround on all sides by high severity burn; see char on trees here so definitely burned
## 157                                                                                                                                                                                                                                                                 most larch recruits have hare browse at about 70-80 cm high; a lot of birch recruits appear to be resprouts because coming up in clumps
## 158                                                                                                                                                                                                                                                                                             everything on ground is small larch or larger birch; birch is resprouting (see picture); few larch recruits
## 159                                                                                                                                                                                                                                                                        A bit more open; smaller birch (& don't see big downed trees); lots of tiny larch killed (see number of class III woody debris!)
## 160                                                                                                                                                                                                                                                               Easy to walk around; lots of similar sized larch (3-10 cm DBH); a few birch mixed in; a couple pine and larch recruits around whole plot.
## 161                                                                                                                                                                                       a couple of aspen near recruit plot but not within plot; some big larch recruits (and a huge charred larch stump nearby); a few live larch nearby; lots of birch regen; a few live large larch mixed in burn area
## 162                                                                                                                                                                                                                                                                    several large live larch trees and pine trees nearby; more aspen here; feels much drier and open; see regen of populus; pinus; larix
## 163                                                                                                                                                                                                                                                                                                                            Lots of birch and larch regen; tons of woody debris; regen is taller than AP
## 164                                                                                                                                                             We attempted to sample two or three locations within the Fish burn; but could not find a location that was forest prior to the burn. The areas we investigated using both reconnaissance by foot and the drone were all within a large alas
## 165                                                                                                                                                                                                 Plot near old channel so had to have two minus 25 plots to sample unburned area; lots of silt on vegetation in old channel but not much within plot. Plot has some sediment and fallen trees; tussocky.
## 166                                                                                                                                                                                                                                                                                                                                         Lots of dead wood; appears to be from flooding of nearby creek.
## 167                                                                                                                                        Plot appears mostly unburned; almost all trees are alive. Not best representation of a 25 m plot; probably best to consider as unburned and -25 plot as -50m plot; plus 50 as the real plus 25, etc. Our 0m location also appears to be burned. Transition area.
## 168                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 169                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 170                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 171                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 172                                                                                                                                                                                                                                                                                                                                                     Sampled at 250 instead of 200m to avoid a wet area.
## 173                                                                                                                                                                                                                                                                                                                                                                         tussocky; alder shrub nightmare
## 174                                                                                                                                                                                                                                                                                                                                                                   More open; less alder; still tussocky
## 175                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 176                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 177                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 178                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 179                                                                                                                                                                                                                                                                                                                                Getting very wet and tussocky; larch very spaced out; alder growing here
## 180                                                                                                                                                                                                                                                                                                                                     Increased dead larch density; shorter shrubs and tussocks; very wet
## 181                                                                                                                                                                                                                                                                                                                  Area probably burned but low severity; standing larch with char and few larch recruits
## 182                                                                                                                                                                                                                                                                                                                  plot burned but low severity; possibly flood too (new downed woody debris) but no silt
## 183                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 184                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 185                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 186                                                                                                                                                                                                                                                                                                                                          Tons of deep sphagnum! About 14 cm; all sphagnum to thaw depth
## 187                                                                                                                                                                                                                                                                                    Lots of grass; hummocky; one large CWD charred (pre-fire? not in survey area); some large recruits nearby with cones
## 188                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 189                                                                                                                                                                                                                                                                                                                                                       Definitely unburned; lots of alder; dense walking
## 190                                                                                                                                                                                                                                                                                                              This is already transition zone; some larger dead trees; also large survivors and recruits
## 191                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 192                                                                                                                                                                                                                                                                                                                                   Lots of coarse woody debris; definite burned area; some tall recruits
## 193                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 194                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 195                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 196                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 197                                                                                                                                                                                                                                                            this plot appears to have not been burned; very skinny strip of unburned forest near stream; burned area is up the ridge from unburned strip
## 198                                                                                                                                                                                                                                                                                                                                                                     plot appears burned at low severity
## 199                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 200                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 201                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 202                                                                                                                                                                                                                                                                                                            Not a lot of recruits; wondering if our unburned plots down the hill are a true seed source?
## 203                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 204                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 205                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 206                                                                                                                                                                                                                                                                                                                              thin unburned strip slightly downhill from burned area; low density forest
## 207                                                                                                                                                                                                                                                                                                                                              dead and sparse trees still standing; not very severe fire
## 208                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 209                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 210                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 211                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 212                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 213                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 214                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 215                                                                                                                                                                                                                                                                                                                                                                                  Lots of standing water
## 216                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 217                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 218                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 219                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 220                                                                                                                                                                                                                                        wet area; no trees; T1 has very low density unburned area and looks like low density pre-burn; not a lot of coarse woody debris; many wet areas; low shrub cover
## 221                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 222                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 223                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 224                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 225                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 226                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 227                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
## 228                                                                                                                                                                                                                                                                                                                                                                                                    <NA>
##                                                                                                                                                 sampling_notes
## 1                                                                                                                                                         <NA>
## 2                                                                                                                                                         <NA>
## 3                                                                                                                                                         <NA>
## 4                                                                                                                                                         <NA>
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## 14                                                                                                                                                        <NA>
## 15                                                                                                                                                        <NA>
## 16                                                                                                                                                        <NA>
## 17                                                                                                                                                        <NA>
## 18                                                                                                                                                        <NA>
## 19                                                                                                                                                        <NA>
## 20                                                                                                                     Surveyor forgot to measure char_percent
## 21                                                                                                                                                        <NA>
## 22                                                                                                                                                        <NA>
## 23                                                                                                                                                        <NA>
## 24                                                                                                                                                        <NA>
## 25                                                                                                                                                        <NA>
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## 27                                                                                                                                                        <NA>
## 28                                                                                                                                                        <NA>
## 29                                                                                                                                                        <NA>
## 30                                                                                                                                                        <NA>
## 31                                                                                                                                                        <NA>
## 32                                                                                                                                                        <NA>
## 33                                   FU transect 1 had too much silt from river flooding for fire effects to be determined; sampling at these location dropped
## 34                                   FU transect 1 had too much silt from river flooding for fire effects to be determined; sampling at these location dropped
## 35                                                                                                                                                        <NA>
## 36                                                                                                                                                        <NA>
## 37                                                                                                                                                        <NA>
## 38                                                                                                                 Surveyor forgot to measure slope and aspect
## 39                                                                                                                                                        <NA>
## 40                                                                                                                                                        <NA>
## 41                                                                                                                                                        <NA>
## 42                                                                                                                                                        <NA>
## 43                                                                                                                                                        <NA>
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## 50                                                                                                                                                        <NA>
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## 54                                                                                                                                                        <NA>
## 55                                                                                                                                                        <NA>
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## 57                                                                                                                                                        <NA>
## 58                                                                                                                                                        <NA>
## 59                                                                                                                                                        <NA>
## 60                                                                                                                                                        <NA>
## 61                                                                                                                                                        <NA>
## 62                                                                                                                     Surveyor forgot to measure char_percent
## 63                                                                                                                                                        <NA>
## 64                                                                                                                                                        <NA>
## 65                                                                                                                                                        <NA>
## 66                                                                                                                                                        <NA>
## 67                                                                                                                                                        <NA>
## 68                                                                                                                                                        <NA>
## 69                                                                                                                                                        <NA>
## 70                                                                                                                                                        <NA>
## 71                                                                                                                                                        <NA>
## 72                                                                                                        Surveyor forgot to measure slope and aspect and char
## 73                                                                                                                                                        <NA>
## 74                                                                                                                                                        <NA>
## 75                                                                                                                                                        <NA>
## 76                                                                                                                                                        <NA>
## 77                                                                                                                                                        <NA>
## 78                                                                                                                                                        <NA>
## 79                                                                                                                     Surveyor forgot to measure char_percent
## 80                                                                                                                                                        <NA>
## 81                                                                                                                                                        <NA>
## 82                                                                                                                                                        <NA>
## 83                                                                                                                                                        <NA>
## 84                                                                                                                                                        <NA>
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## 93                                                                                                                                                        <NA>
## 94                                                                                                                                                        <NA>
## 95                                                                                                                                                        <NA>
## 96                                                                                                                     Surveyor forgot to measure char_percent
## 97                                                                                                                                                        <NA>
## 98                                                                                                                                                        <NA>
## 99                                                                                                                                                        <NA>
## 100                                                                                                                                                       <NA>
## 101                                                                                                                                                       <NA>
## 102                                                                                                                                                       <NA>
## 103                                                                                                                                                       <NA>
## 104                                                                                                                                                       <NA>
## 105                                                                                                                    Surveyor forgot to measure char_percent
## 106                                                                                                                                                       <NA>
## 107                                                                                                                                                       <NA>
## 108                                                                                                                                                       <NA>
## 109                                                                                                                                                       <NA>
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## 116                                                                                                                                                       <NA>
## 117                                                                                                                                                       <NA>
## 118                                                                                                                                                       <NA>
## 119                                                                                                                                                       <NA>
## 120                                                                                                                                                       <NA>
## 121                                                                             Surveyor forgot to measure slope and aspect; no elevation measurement from GPS
## 122                                                                                                                                                       <NA>
## 123                                                                                                                                                       <NA>
## 124                                                                                                                                                       <NA>
## 125                                                                                                                                                       <NA>
## 126                                                                                                                                                       <NA>
## 127                                                                                                                                                       <NA>
## 128                                                                                                    trees other than larch <2cm DBH measured in shrubs plot
## 129                                                                                                                                                       <NA>
## 130                                                                                                                                                       <NA>
## 131                                                                                                          live trees with DBH ~5cm or less are new recruits
## 132                                                                                                                                                       <NA>
## 133                                                                                                                                                       <NA>
## 134                                                                                                                                                       <NA>
## 135                                                                                                                                                       <NA>
## 136                                          noting char now on live trees "unburned forest"; no age on any transect except transect 1 because taking too long
## 137                                                                                                                                Did not complete this plot.
## 138 Shorter transect due to time constraints (had to walk in 2.5 km in afternoon); then stuck with shorter transect sampling for remainder of Yakutsk sampling
## 139                                                                                                            Noticed a lot of hare browse on larch recruits.
## 140                                                                                                                                                       <NA>
## 141                                                   Almost all recruits have been browsed by hare; chose unbrowsed seedlings for measurements and wood slabs
## 142                                                                                                                                                       <NA>
## 143                                                                                                                                                       <NA>
## 144                                                                                                                                                       <NA>
## 145                                                                                                                                                       <NA>
## 146                                                                                                                                                       <NA>
## 147                                                                                                Do not trust thaw depth here because soils were very sandy.
## 148                                                                                                                             8 stems browsed per 1m radius!
## 149                                                                                                                                                       <NA>
## 150                                                                                                                                                       <NA>
## 151                                                                                                                                                       <NA>
## 152                                                                                                          fourteen dead stems in 1m radius browsed by hare.
## 153                                                                                                                                                       <NA>
## 154                                                                                                                                                       <NA>
## 155                                                                                                                                                       <NA>
## 156                                                                                                                                                       <NA>
## 157                                                                                                                                                       <NA>
## 158                                                                                                                                                       <NA>
## 159                                                                                                                                                       <NA>
## 160                                                                                                                                                       <NA>
## 161                                                                                                                                                       <NA>
## 162                                                                                                                                                       <NA>
## 163                                                                                                                                                       <NA>
## 164                                                                  we decided not to continue sampling this location after realizing burned area was an alas
## 165                                                                                                         Ran 20m transect EW instead of NS to avoid stream.
## 166                                                                                                                                                       <NA>
## 167                                                                                                                                                       <NA>
## 168                                                                                                                                                       <NA>
## 169                                                                                                                                                       <NA>
## 170                                                                                                                                                       <NA>
## 171                                                                                                                                                       <NA>
## 172                                                                                                                                                       <NA>
## 173                                                                                                                                                       <NA>
## 174                                                                                                                                                       <NA>
## 175                                                                                                                                                       <NA>
## 176                                                                                                                                                       <NA>
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## 186                                                                                                       Surveyor forgot to measure slope and aspect and char
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field_data_ch = field_data %>% group_by(year) %>% filter(region == "Cherskiy")
field_data_ch
## # A tibble: 167 x 20
## # Groups:   year [2]
##    month   day  year region site  burn_year up_flood transect plot  book 
##    <fct> <int> <int> <fct>  <fct>     <int> <fct>       <int> <fct> <fct>
##  1 june     25  2018 Chers~ CN         2001 Upland          1 -50   Sibe~
##  2 june     25  2018 Chers~ CN         2001 Upland          1 -25   Sibe~
##  3 june     25  2018 Chers~ CN         2001 Upland          1 25    Sibe~
##  4 june     25  2018 Chers~ CN         2001 Upland          1 50    Sibe~
##  5 june     25  2018 Chers~ CN         2001 Upland          1 75    Sibe~
##  6 june     25  2018 Chers~ CN         2001 Upland          1 100   Sibe~
##  7 june     25  2018 Chers~ CN         2001 Upland          1 150   Sibe~
##  8 june     25  2018 Chers~ CN         2001 Upland          1 200   Sibe~
##  9 june     29  2018 Chers~ Gonzo      2001 Upland          1 -50   Sibe~
## 10 june     29  2018 Chers~ Gonzo      2001 Upland          1 -25   Sibe~
## # ... with 157 more rows, and 10 more variables: slope <int>,
## #   aspect <fct>, char_percent <int>, photopoint_files <fct>,
## #   longitude <dbl>, latitude <dbl>, elevation <dbl>,
## #   location_notes <fct>, site_notes <fct>, sampling_notes <fct>
site_CN_2001 = field_data_ch %>% group_by(site) %>% filter(site == "CN")

site_CN_2001
## # A tibble: 24 x 20
## # Groups:   site [1]
##    month   day  year region site  burn_year up_flood transect plot  book 
##    <fct> <int> <int> <fct>  <fct>     <int> <fct>       <int> <fct> <fct>
##  1 june     25  2018 Chers~ CN         2001 Upland          1 -50   Sibe~
##  2 june     25  2018 Chers~ CN         2001 Upland          1 -25   Sibe~
##  3 june     25  2018 Chers~ CN         2001 Upland          1 25    Sibe~
##  4 june     25  2018 Chers~ CN         2001 Upland          1 50    Sibe~
##  5 june     25  2018 Chers~ CN         2001 Upland          1 75    Sibe~
##  6 june     25  2018 Chers~ CN         2001 Upland          1 100   Sibe~
##  7 june     25  2018 Chers~ CN         2001 Upland          1 150   Sibe~
##  8 june     25  2018 Chers~ CN         2001 Upland          1 200   Sibe~
##  9 july      8  2018 Chers~ CN         2001 Upland          2 -60   Sibe~
## 10 july      8  2018 Chers~ CN         2001 Upland          2 -35   Sibe~
## # ... with 14 more rows, and 10 more variables: slope <int>, aspect <fct>,
## #   char_percent <int>, photopoint_files <fct>, longitude <dbl>,
## #   latitude <dbl>, elevation <dbl>, location_notes <fct>,
## #   site_notes <fct>, sampling_notes <fct>
site_ANS_2003 = field_data_ch %>% group_by(site) %>% filter(site == "ANS")

site_ANS_2003
## # A tibble: 24 x 20
## # Groups:   site [1]
##    month   day  year region site  burn_year up_flood transect plot  book 
##    <fct> <int> <int> <fct>  <fct>     <int> <fct>       <int> <fct> <fct>
##  1 june     22  2019 Chers~ ANS        2003 Floodpl~        1 -25a  Sibe~
##  2 june     22  2019 Chers~ ANS        2003 Floodpl~        1 -25b  Sibe~
##  3 june     22  2019 Chers~ ANS        2003 Floodpl~        1 25    Sibe~
##  4 june     22  2019 Chers~ ANS        2003 Floodpl~        1 50    Sibe~
##  5 june     22  2019 Chers~ ANS        2003 Floodpl~        1 75    Sibe~
##  6 june     22  2019 Chers~ ANS        2003 Floodpl~        1 100   Sibe~
##  7 june     22  2019 Chers~ ANS        2003 Floodpl~        1 150   Sibe~
##  8 june     22  2019 Chers~ ANS        2003 Floodpl~        1 250   Sibe~
##  9 june     23  2019 Chers~ ANS        2003 Floodpl~        2 -50   Sibe~
## 10 june     23  2019 Chers~ ANS        2003 Floodpl~        2 -25   Sibe~
## # ... with 14 more rows, and 10 more variables: slope <int>, aspect <fct>,
## #   char_percent <int>, photopoint_files <fct>, longitude <dbl>,
## #   latitude <dbl>, elevation <dbl>, location_notes <fct>,
## #   site_notes <fct>, sampling_notes <fct>
site_alnus_1984 = field_data_ch %>% group_by(site) %>% filter(site == "Alnus")

site_alnus_1984
## # A tibble: 8 x 20
## # Groups:   site [1]
##   month   day  year region site  burn_year up_flood transect plot  book 
##   <fct> <int> <int> <fct>  <fct>     <int> <fct>       <int> <fct> <fct>
## 1 june     24  2019 Chers~ Alnus      1984 Floodpl~        1 -50   Sibe~
## 2 june     24  2019 Chers~ Alnus      1984 Floodpl~        1 -25   Sibe~
## 3 june     24  2019 Chers~ Alnus      1984 Floodpl~        1 25    Sibe~
## 4 june     24  2019 Chers~ Alnus      1984 Floodpl~        1 50    Sibe~
## 5 june     24  2019 Chers~ Alnus      1984 Floodpl~        1 75    Sibe~
## 6 june     24  2019 Chers~ Alnus      1984 Floodpl~        1 100   Sibe~
## 7 june     24  2019 Chers~ Alnus      1984 Floodpl~        1 150   Sibe~
## 8 june     24  2019 Chers~ Alnus      1984 Floodpl~        1 200   Sibe~
## # ... with 10 more variables: slope <int>, aspect <fct>,
## #   char_percent <int>, photopoint_files <fct>, longitude <dbl>,
## #   latitude <dbl>, elevation <dbl>, location_notes <fct>,
## #   site_notes <fct>, sampling_notes <fct>
site_bp_1983 = field_data_ch %>% group_by(site) %>% filter(site == "BP")

site_bp_1983
## # A tibble: 16 x 20
## # Groups:   site [1]
##    month   day  year region site  burn_year up_flood transect plot  book 
##    <fct> <int> <int> <fct>  <fct>     <int> <fct>       <int> <fct> <fct>
##  1 june     25  2019 Chers~ BP         1983 Upland          1 -25b  Sibe~
##  2 june     25  2019 Chers~ BP         1983 Upland          1 -25a  Sibe~
##  3 june     25  2019 Chers~ BP         1983 Upland          1 25    Sibe~
##  4 june     25  2019 Chers~ BP         1983 Upland          1 50    Sibe~
##  5 june     25  2019 Chers~ BP         1983 Upland          1 75    Sibe~
##  6 june     25  2019 Chers~ BP         1983 Upland          1 100   Sibe~
##  7 june     25  2019 Chers~ BP         1983 Upland          1 150   Sibe~
##  8 june     25  2019 Chers~ BP         1983 Upland          1 200   Sibe~
##  9 june     25  2019 Chers~ BP         1983 Upland          2 -25b  Sibe~
## 10 june     25  2019 Chers~ BP         1983 Upland          2 -25a  Sibe~
## 11 june     25  2019 Chers~ BP         1983 Upland          2 25    Sibe~
## 12 june     25  2019 Chers~ BP         1983 Upland          2 50    Sibe~
## 13 june     25  2019 Chers~ BP         1983 Upland          2 75    Sibe~
## 14 june     25  2019 Chers~ BP         1983 Upland          2 100   Sibe~
## 15 june     25  2019 Chers~ BP         1983 Upland          2 150   Sibe~
## 16 june     25  2019 Chers~ BP         1983 Upland          2 200   Sibe~
## # ... with 10 more variables: slope <int>, aspect <fct>,
## #   char_percent <int>, photopoint_files <fct>, longitude <dbl>,
## #   latitude <dbl>, elevation <dbl>, location_notes <fct>,
## #   site_notes <fct>, sampling_notes <fct>
ans_2003_pt <- SpatialPointsDataFrame(site_ANS_2003[,15:16],site_ANS_2003, proj4string = CRS(wgs_proj))
cn_2001_pt <- SpatialPointsDataFrame(site_CN_2001[,15:16],site_CN_2001, proj4string = CRS(wgs_proj))
alnus_1984_pt <- SpatialPointsDataFrame(site_alnus_1984[,15:16],site_alnus_1984, proj4string = CRS(wgs_proj))
bp_1983_pt <- SpatialPointsDataFrame(site_bp_1983[,15:16],site_bp_1983, proj4string = CRS(wgs_proj))
plot(cn_2001_pt)

plot(ans_2003_pt)

plot(alnus_1984_pt)

ans_2003_ee <- spTransform(ans_2003_pt, CRS(ee_russia))
cn_2001_ee <- spTransform(cn_2001_pt, CRS(ee_russia))
alnus_1984_ee <- spTransform(alnus_1984_pt, CRS(ee_russia))
bp_1983_ee <- spTransform(bp_1983_pt, CRS(ee_russia))

RGB rasters

alnus_tr1_f07 = raster("../data/rgb/ALN_TR1_FL007.tif")
brp_tr2_f12 = raster("../data/rgb/BRP_TR2_FL012.tif")
cn_tr1_f16 = raster("../data/rgb/CYN_TR1_FL016.tif")
cn_tr2_f17 = raster("../data/rgb/CYN_TR2_FL017.tif")
cn_tr1_f15 = raster("../data/rgb/CYN_TR1_FL015.tif")
alnus_tr1_f07
## class      : RasterLayer 
## band       : 1  (of  3  bands)
## dimensions : 18258, 17105, 312303090  (nrow, ncol, ncell)
## resolution : 0.0328462, 0.0328462  (x, y)
## extent     : 2197389, 2197950, 2446583, 2447183  (xmin, xmax, ymin, ymax)
## crs        : +proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0 
## source     : E:/AnnaTalucci/R_GitHub/FLARE-UAVs-veg/data/rgb/ALN_TR1_FL007.tif 
## names      : ALN_TR1_FL007 
## values     : 0, 255  (min, max)
brp_tr2_f12
## class      : RasterLayer 
## band       : 1  (of  3  bands)
## dimensions : 21340, 20030, 427440200  (nrow, ncol, ncell)
## resolution : 0.0319336, 0.0319336  (x, y)
## extent     : 2161162, 2161801, 2439193, 2439875  (xmin, xmax, ymin, ymax)
## crs        : +proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0 
## source     : E:/AnnaTalucci/R_GitHub/FLARE-UAVs-veg/data/rgb/BRP_TR2_FL012.tif 
## names      : BRP_TR2_FL012 
## values     : 0, 255  (min, max)
cn_tr1_f16
## class      : RasterLayer 
## band       : 1  (of  3  bands)
## dimensions : 25812, 25953, 669898836  (nrow, ncol, ncell)
## resolution : 0.0168213, 0.0168213  (x, y)
## extent     : 2141025, 2141462, 2497201, 2497636  (xmin, xmax, ymin, ymax)
## crs        : +proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0 
## source     : E:/AnnaTalucci/R_GitHub/FLARE-UAVs-veg/data/rgb/CYN_TR1_FL016.tif 
## names      : CYN_TR1_FL016 
## values     : 0, 255  (min, max)
cn_tr2_f17
## class      : RasterLayer 
## band       : 1  (of  3  bands)
## dimensions : 30390, 27734, 842836260  (nrow, ncol, ncell)
## resolution : 0.0154314, 0.0154314  (x, y)
## extent     : 2140660, 2141088, 2497750, 2498219  (xmin, xmax, ymin, ymax)
## crs        : +proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0 
## source     : E:/AnnaTalucci/R_GitHub/FLARE-UAVs-veg/data/rgb/CYN_TR2_FL017.tif 
## names      : CYN_TR2_FL017 
## values     : 0, 255  (min, max)
cn_tr1_f15 
## class      : RasterLayer 
## band       : 1  (of  3  bands)
## dimensions : 35602, 36482, 1298832164  (nrow, ncol, ncell)
## resolution : 0.032888, 0.032888  (x, y)
## extent     : 2140583, 2141783, 2496902, 2498073  (xmin, xmax, ymin, ymax)
## crs        : +proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0 
## source     : E:/AnnaTalucci/R_GitHub/FLARE-UAVs-veg/data/rgb/CYN_TR1_FL015.tif 
## names      : CYN_TR1_FL015 
## values     : 0, 255  (min, max)
ans_tr2_f04 = raster("../data/rgb/ALN_TR2_FL004.tif")
ans_tr2_f05 = raster("../data/rgb/ALN_TR2_FL005.tif")
ans_tr3_f06 = raster("../data/rgb/ALN_TR3_FL006.tif")
brp_tr1_f09 = raster("../data/rgb/BRP_TR1_FL009.tif")
ans_tr2_f04
## class      : RasterLayer 
## band       : 1  (of  3  bands)
## dimensions : 12627, 12194, 153973638  (nrow, ncol, ncell)
## resolution : 0.0487678, 0.0487678  (x, y)
## extent     : 2238043, 2238637, 2444856, 2445471  (xmin, xmax, ymin, ymax)
## crs        : +proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0 
## source     : E:/AnnaTalucci/R_GitHub/FLARE-UAVs-veg/data/rgb/ALN_TR2_FL004.tif 
## names      : ALN_TR2_FL004 
## values     : 0, 255  (min, max)
ans_tr3_f06
## class      : RasterLayer 
## band       : 1  (of  3  bands)
## dimensions : 17392, 16495, 286881040  (nrow, ncol, ncell)
## resolution : 0.0319309, 0.0319309  (x, y)
## extent     : 2234704, 2235231, 2440785, 2441341  (xmin, xmax, ymin, ymax)
## crs        : +proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0 
## source     : E:/AnnaTalucci/R_GitHub/FLARE-UAVs-veg/data/rgb/ALN_TR3_FL006.tif 
## names      : ALN_TR3_FL006 
## values     : 0, 255  (min, max)
brp_tr1_f09
## class      : RasterLayer 
## band       : 1  (of  3  bands)
## dimensions : 25849, 25065, 647905185  (nrow, ncol, ncell)
## resolution : 0.0333514, 0.0333514  (x, y)
## extent     : 2160980, 2161816, 2438612, 2439474  (xmin, xmax, ymin, ymax)
## crs        : +proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0 
## source     : E:/AnnaTalucci/R_GitHub/FLARE-UAVs-veg/data/rgb/BRP_TR1_FL009.tif 
## names      : BRP_TR1_FL009 
## values     : 0, 255  (min, max)

Multispectral Raster Data

alnus_f08_multi = raster("../data/multispectral/RU_ALN_TR1_FL008M/RU_ALN_TR1_FL008M_transparent_mosaic_green.tif")
alnus_f08_multi
## class      : RasterLayer 
## band       : 1  (of  2  bands)
## dimensions : 7151, 6029, 43113379  (nrow, ncol, ncell)
## resolution : 0.06039, 0.06039  (x, y)
## extent     : 2197485, 2197849, 2446655, 2447087  (xmin, xmax, ymin, ymax)
## crs        : +proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0 
## source     : E:/AnnaTalucci/R_GitHub/FLARE-UAVs-veg/data/multispectral/RU_ALN_TR1_FL008M/RU_ALN_TR1_FL008M_transparent_mosaic_green.tif 
## names      : RU_ALN_TR1_FL008M_transparent_mosaic_green 
## values     : 0, 65535  (min, max)
cn_f16_multi = raster("../data/multispectral/RU_CYN_TR1_FL016B/RU_CYN_TR1_FL016B_transparent_mosaic_green.tif")
cn_f16_multi
## class      : RasterLayer 
## band       : 1  (of  2  bands)
## dimensions : 4468, 4885, 21826180  (nrow, ncol, ncell)
## resolution : 0.06286, 0.06286  (x, y)
## extent     : 2141097, 2141404, 2497278, 2497559  (xmin, xmax, ymin, ymax)
## crs        : +proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0 
## source     : E:/AnnaTalucci/R_GitHub/FLARE-UAVs-veg/data/multispectral/RU_CYN_TR1_FL016B/RU_CYN_TR1_FL016B_transparent_mosaic_green.tif 
## names      : RU_CYN_TR1_FL016B_transparent_mosaic_green 
## values     : 0, 65535  (min, max)
cn_f17_multi = raster("../data/multispectral/RU_CYN_TR2_FL017B/RU_CYN_TR2_FL017B_transparent_mosaic_green.tif")
cn_f17_multi
## class      : RasterLayer 
## band       : 1  (of  2  bands)
## dimensions : 7112, 6319, 44940728  (nrow, ncol, ncell)
## resolution : 0.0603, 0.0603  (x, y)
## extent     : 2140707, 2141088, 2497749, 2498178  (xmin, xmax, ymin, ymax)
## crs        : +proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0 
## source     : E:/AnnaTalucci/R_GitHub/FLARE-UAVs-veg/data/multispectral/RU_CYN_TR2_FL017B/RU_CYN_TR2_FL017B_transparent_mosaic_green.tif 
## names      : RU_CYN_TR2_FL017B_transparent_mosaic_green 
## values     : 0, 65535  (min, max)
cn_f20_multi = raster("../data/multispectral/RU_CYN_TR1_FL020M/RU_CYN_TR1_FL020M_transparent_mosaic_green.tif")
cn_f20_multi
## class      : RasterLayer 
## band       : 1  (of  2  bands)
## dimensions : 4935, 4242, 20934270  (nrow, ncol, ncell)
## resolution : 0.06854, 0.06854  (x, y)
## extent     : 2141081, 2141372, 2497265, 2497604  (xmin, xmax, ymin, ymax)
## crs        : +proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0 
## source     : E:/AnnaTalucci/R_GitHub/FLARE-UAVs-veg/data/multispectral/RU_CYN_TR1_FL020M/RU_CYN_TR1_FL020M_transparent_mosaic_green.tif 
## names      : RU_CYN_TR1_FL020M_transparent_mosaic_green 
## values     : 0, 65535  (min, max)

Plots

Aluns 1984

Flight 8 - Multispectral Flight 7 - RGB FIeld Points from Transect 1

All seem to align!

plot(alnus_f08_multi) # the plot function lets you view the maps
plot(alnus_1984_ee, add=TRUE)

plot(alnus_tr1_f07)
plot(alnus_1984_ee, add=TRUE)

plot(alnus_f08_multi) # the plot function lets you view the maps
plot(alnus_tr1_f07, add=TRUE)
plot(alnus_1984_ee, add=TRUE)

CN 2001

  • Flight 16 multispectral (Transect 1)
  • Flight 17 multispectral (transect 2)
  • Flight 20 multispectral (transect 1)
  • Flight 16 RGB (Transect 1)
  • Flight 17 RGB (Transect 2)
  • Flight 15 RGB (transect 1)

Flight 16 and 20 (Transect 1)

RGB

plot(cn_tr1_f15)
plot(cn_2001_ee, add=TRUE)

plot(cn_tr1_f15)
plot(cn_f20_multi, add=TRUE)
plot(cn_2001_ee, add=TRUE)

Match up between Flight 20 multispectral, Flight 15 RGB, and field sites!

plot(cn_tr1_f16)
plot(cn_2001_ee, add=TRUE)

One field site missed by flight for RGB

Multi

plot(cn_f16_multi) # the plot function lets you view the maps
plot(cn_2001_ee, add=TRUE)

One field site missed by flight for multispectral for flight 16

plot(cn_f20_multi) # the plot function lets you view the maps
plot(cn_2001_ee, add=TRUE)

Flight 20 multispectral covers all field plots, ### Flight 17 (transect 2)

RGB and Field

plot(cn_tr2_f17) # the plot function lets you view the maps
plot(cn_2001_ee, add=TRUE)

Multi and Field

plot(cn_f17_multi) # the plot function lets you view the maps
plot(cn_2001_ee, add=TRUE)

plot(cn_f17_multi)
plot(cn_tr2_f17, add=TRUE)
plot(cn_2001_ee, add=TRUE)

BP 1983 (field; (1985 elena))

Flight 12

RGB

plot(brp_tr2_f12)
plot(bp_1983_ee, add=TRUE)

plot(brp_tr1_f09 )
plot(bp_1983_ee, add=TRUE)

ANS 2003

RGB only

plot(ans_tr2_f04)
plot(ans_2003_ee, add=TRUE)

plot(ans_tr2_f05)
plot(ans_2003_ee, add=TRUE)

plot(ans_tr3_f06)
plot(ans_2003_ee, add=TRUE)

Notes to self for process

Elena’s code for gcc